model_v4_analyze.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from src.models import *\n",
    "from src.model_analysis.utils import same_output\n",
    "from src.post_quant.cle import cle_for_resmlp, cle_for_resmlp_v3\n",
    "# from src.post_quant.bias_absorb import ba_for_resmlp\n",
    "from src.model_analysis.visualize import layer_dist, act_dist, simulate_input, scale_plot, add_value_labels, get_linear_layers\n",
    "\n",
    "\n",
    "org_model = resmlp_24_v4(pretrained=True).eval()\n",
    "checkpoint = torch.load('ResMLP_S24_ReLU_v4.pth', map_location='cpu')\n",
    "modified_ckpt={}\n",
    "for k, v in checkpoint.items():\n",
    "    if \"inner.weight\" in k:\n",
    "        modified_ckpt[k] = torch.diag(v)\n",
    "    else:\n",
    "        modified_ckpt[k] = v\n",
    "\n",
    "checkpoint = modified_ckpt\n",
    "\n",
    "org_model.load_state_dict(checkpoint)\n",
    "cur_model = resmlp_24_v4(pretrained=True).eval()\n",
    "\n",
    "\n",
    "\n",
    "model2 = resmlp_24_v4(pretrained=True).eval()\n",
    "checkpoint = torch.load('v3/folder_sgd2/checkpoint.pth', map_location='cpu')[\"model\"]\n",
    "model2.load_state_dict(checkpoint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "v1 = torch.load(\"ResMLP_S24_ReLU_fp32_80.602.pth\")\n",
    "\n",
    "new_model_dict = {}\n",
    "\n",
    "for k, v in model1.state_dict().items():\n",
    "    if \"blocks\" not in k:\n",
    "        new_model_dict[k] = v\n",
    "\n",
    "\n",
    "for i in range(24):\n",
    "    gamma_w = None\n",
    "    norm_w = None\n",
    "    norm_b = None\n",
    "    attn_w = None\n",
    "    attn_b = None\n",
    "    for k, v in model1.blocks[i].state_dict().items():\n",
    "        # print(k)\n",
    "        if \"norm1.weight\" in k:\n",
    "            norm_w = v\n",
    "        elif \"norm1.bias\" in k:\n",
    "            norm_b = v\n",
    "        elif \"attn.weight\" in k:\n",
    "            attn_w = v\n",
    "        elif \"attn.bias\" in k:\n",
    "            attn_b = v\n",
    "        elif \"gamma_1.weight\" in k:\n",
    "            gamma_w = v\n",
    "        else:\n",
    "            new_model_dict[f\"blocks.{i}.{k}\"] = v\n",
    "        \n",
    "    new_model_dict[f\"blocks.{i}.inner.weight\"] = torch.diag(norm_w * gamma_w)\n",
    "    new_model_dict[f\"blocks.{i}.inner.bias\"] = norm_b.repeat(196,1) @ gamma_w + torch.inverse(attn_w) @ attn_b.repeat(384,1).T @ gamma_w\n",
    "    new_model_dict[f\"blocks.{i}.outer.weight\"] = attn_w\n",
    "    \n",
    "torch.save(new_model_dict, \"ResMLP_S24_ReLU_v4.pth\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x27a43764700>,\n",
       "  <matplotlib.axis.XTick at 0x27a437646d0>,\n",
       "  <matplotlib.axis.XTick at 0x27a69614f10>,\n",
       "  <matplotlib.axis.XTick at 0x27a426169a0>],\n",
       " [Text(1, 0, '23-inner'),\n",
       "  Text(2, 0, '23-norm2'),\n",
       "  Text(3, 0, '23-mlp.fc1'),\n",
       "  Text(4, 0, '23-mlp.fc2')])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_layers = []\n",
    "for i in range(23, 24):\n",
    "    todo_layer = org_model.blocks[i]\n",
    "    model_layers.append(get_linear_layers(todo_layer, specify_names=None, prefix=f\"{i}-\"))\n",
    "# print(model_layers[0].weight.detach().numpy().flatten())\n",
    "\n",
    "data = []\n",
    "labels = []\n",
    "for layer in model_layers:\n",
    "    for n, m in layer:\n",
    "        val = m.bias\n",
    "        if val is not None:\n",
    "            data.append(val[val.nonzero(as_tuple=True)].detach().numpy().flatten())\n",
    "            labels.append(n)\n",
    "\n",
    "plt.violinplot(data, showmedians=True, showextrema=True)\n",
    "plt.xticks(range(1, len(labels) + 1), labels, rotation=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(1.9382, grad_fn=<DivBackward0>)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r1 = W1.abs().max()\n",
    "r2 = W2.abs().max()\n",
    "sT = torch.sqrt(r1*r2)/r2\n",
    "\n",
    "W2_new = W2 * sT\n",
    "W1_new = W1 / sT\n",
    "B1_new = B1 / sT\n",
    "\n",
    "print(sT)\n",
    "\n",
    "out3 = W2_new @ (x @ W1_new + B1_new)\n",
    "torch.allclose(out3, out2, atol=1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1, figsize=(20, 10))\n",
    "ax[0].get_xaxis().set_visible(False)\n",
    "ax[1].get_xaxis().set_visible(False)\n",
    "\n",
    "# cle_for_resmlp(model)\n",
    "org_model.cpu()\n",
    "layer_dist(org_model, 0, 23, name=\"ResMLP-v3: Weight Distribution\", ax=ax[0], type=\"weight\")\n",
    "\n",
    "model2.cpu()\n",
    "# cle_for_resmlp_v3(model2)\n",
    "layer_dist(model2, 0, 23, name=\"ResMLP-v3-L2: Weight Distribution\", ax=ax[1], type=\"weight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1, figsize=(20, 10))\n",
    "ax[0].get_xaxis().set_visible(False)\n",
    "ax[1].get_xaxis().set_visible(False)\n",
    "\n",
    "# cle_for_resmlp(model)\n",
    "org_model.cpu()\n",
    "layer_dist(org_model, 0, 23, name=\"ResMLP-v3: Bias Distribution\", ax=ax[0], type=\"bias\")\n",
    "\n",
    "model2.cpu()\n",
    "layer_dist(model2, 0, 23, name=\"ResMLP-v3-L2: Bias Distribution\", ax=ax[1], type=\"bias\")\n",
    "\n",
    "# model2.cpu()\n",
    "# cle_for_resmlp_v3(model2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading a small piece of training data...\n",
      "Calibrating...\n",
      "Calibrate: [ 0/21]\tTime  8.103 ( 8.103)\n",
      "Calibrate: [10/21]\tTime  0.613 ( 1.298)\n",
      "Calibrate: [20/21]\tTime  0.090 ( 0.927)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1, figsize=(20, 10))\n",
    "ax[0].get_xaxis().set_visible(False)\n",
    "ax[1].get_xaxis().set_visible(False)\n",
    "\n",
    "# cle_for_resmlp(model)\n",
    "cur_model.cpu()\n",
    "layer_dist(cur_model, 0, 23, name=\"ResMLP-v3 0-23: Bias Distribution - Inner\", show_layers=[\"inner\"], ax=ax[0], type=\"bias\")\n",
    "\n",
    "cur_model.cuda()\n",
    "act_dist(cur_model, 0, 23, name='ResMLP-v3 0-23: Activation - Inner', show_layers=[\"inner\"], ax=ax[1], real_sim=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading a small piece of training data...\n",
      "Calibrating...\n",
      "Calibrate: [ 0/21]\tTime  9.336 ( 9.336)\n",
      "Calibrate: [10/21]\tTime  1.742 ( 2.388)\n",
      "Calibrate: [20/21]\tTime  0.193 ( 1.986)\n",
      "Loading a small piece of training data...\n",
      "Calibrating...\n",
      "Calibrate: [ 0/21]\tTime  9.337 ( 9.337)\n",
      "Calibrate: [10/21]\tTime  2.128 ( 2.765)\n",
      "Calibrate: [20/21]\tTime  0.274 ( 2.363)\n"
     ]
    },
    {
     "data": {
      "image/png": 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ViIiIiMjp9O/fX9I6oqb07dsXQP3+oSaTyeaYyWTC5s2bbeqIiIi0ih01pBhPT09J69QmzAIaMWKE3ZE/w4cPt6lzdtXV1U120gi2bt3qEsug5eTkoKioCKdPn8aECRMwefJkjBs3DpMnT8aECRNw+vRpnDlzBjk5OWo3lYiIiIjI6cyYMQNA/XeZPn362Bzr27ev5TuOUEfUWuPGjQMA5ObmIi4uzmaliri4OBw4cMCmjoiISKvYUUOKiYyMlLRObcJaue+88w7q6upsjtXV1eG9996zqZOKtzcQFlZ/K6WZM2dKWqemixcvAgBCQkKwY8cObNmyBbt378aWLVuwY8cOhISE2NSRfXJljaghZo2UwqyRUpg1UopcWfv73/8OoH7lg9raWrz00ktYvXo1XnrpJdy+fduyIoJQR9onV9ZiYmLQrVs3AMCuXbsQFRUFf39/REVFYdeuXQCAoKAgxMTESPvC5LT4GUpKYdbI2bCjhhRz4cIFSevUJowsKy0tRe/evbFhwwZcunQJGzZsQO/evVFaWmpTJ5V77qnf6OyeeyT9Y7Fx40ZJ69Qk/L8/c+aM3ePC80Id2SdX1ogaYtZIKcwaKYVZI6XIlbVTp04BAGbPno2ysjKsWrUKc+fOxapVq1BWVobZs2fb1JH2yZU1vV6P9evXA0Cj1RuEx+vWreP+om6En6GkFGaNnI1rrDFFmnD27FlJ69QWHR2NkJAQ6PV6FBUVYdasWZZjer0eYWFhMJlMiI6OVrGV7qlz586W+w899BAmTpwIX19fVFdXY9u2bZYNUK3riIiIiIioXlhYGID6ZZ4rKiqQnJyMgoIC9O/fH8uXL8eHH35oU0dEREREbeNhbrirO7VKRUUFAgICUF5eDn9/f7Wb45R69OiBK1euOKzr3r07Ll++rECL2s5gMCAxMREPPfQQbt26hatXryIwMBDt27fHjh07kJ6ejoSEBElf88gRYPx4YNcuYOhQ6f7cluyl4+xvG7Nnz7aMyvL29sbt27ctx6wfP//881i3bp0qbXQFcmVNq4xGI3JyclBcXIzg4GBER0dz5J9IzBophVkjpTBrpBS5slZbW4v27dujffv26NSpk81gun79+uHGjRu4desWbt26BS8vL+lemJyWXFkzGo0IDg5GaWmpZXCdQHgcFBSES5cu8dzaTfAzlJTCrJFSxPYbcEYNKWbAgAGiOmoGDBigQGukkZCQgEcffRRbt25tdCwuLk7yThoAqKsDrl6tvyX7iouLLfetO2kaPrauo8aYNfEMBgOSkpJQVFRkeS4kJAQrV66U5X1Aa5g1UgqzRkph1kgpcmXNy8sLEydOxNatW1FdXY1p06Zh5MiROHjwILZs2YLa2lrExcWxk8aNyJW17Oxsy5LUTS19VlJSguzsbIwfP17aFyenxM9QUgqzRs6Ge9SQYrS2Rw0ALFq0yG4nDQBs3boVixYtUrhFBAAdOnSw3A8KCsLUqVPxq1/9ClOnTkVQUJDdOqLWEmbWRUREIDc3F5WVlcjNzUVERAQSExNhMBjUbiIRERFRixiNRnz//ffo3r07amtrsXnzZiQlJWHz5s2ora1F9+7dceTIERiNRrWbSi5u9+7dktYRERG5KnbUkGLELmfmKsue1dbWYsWKFQDqOwPefvttFBcX4+2337Z0BqxYsQK1tbVqNtMtRUREAKhfzq2srAyffPIJ3n//fXzyyScoKyuzLPMm1BG1ltFoRFJSEmJjY5GRkYHRo0ejQ4cOGD16NDIyMhAbG4uFCxfyIgYRERG5lJycHBQVFeHKlSvw8fGxOebj44MrV67gzJkzyMnJUamFpBXWM9IDAwMxdepUPPPMM5g6dSoCAwPt1hEREWkRO2pIMSaTSdI6tb311lswm83o2LEjzpw5g5s3b+KPf/wjbt68iTNnzqBjx44wm81466231G6q26moqABQv5dOwwvkRqPRsseOUEfUWsJFjMWLF0Ons/1I1el0SElJ4UUMIiIicjkXL1603G+4l6X1Y+s6otawHqh5/fp1fPLJJ3jvvffwySef4Pr163briIiItIh71JBi/Pz8Gu0X0lSdKxCWPBsxYgQCAgJQZ7WoZXJyMqKiorBnzx5s3boVycnJkr3ugAHA/v31t0RyYtYcE/Y5GjJkiN3jwvPcD6l5zBophVkjpTBrpBS5sma9t+h9992HqqoqXL16FYGBgfDz88OOHTsa1ZG2KZE1e4Ps7NWRtvEzlJTCrJGzYUcNKaZTp042I2Kaq3MlX3/9NYKCghATE4P27dvj1q1byM7Oxp49e2R5vQ4dgHvvleWP1gyxnX2u0imoFmbNseDgYABAfn4+Ro0ahZycHBQXFyM4OBjR0dHIz8+3qSP7mDVSCrNGSmHWSClyZe3q1asAAL1eb+mUsabX62E0Gi11pH1yZc3f31/SOnJ9/AwlpTBr5Gy49BkpRmt71EycONFyX9gHRZiiXVZWZrdOChcuAC+9VH9L9qWnp0ta50yMRiOys7OxefNmZGdny7r3CbPmWHR0NEJCQjBv3jyEhYVh7NixeOKJJzB27FiEhYXh17/+NUJDQxEdHa12U50as0ZKYdZIKcwaKUWurF347x8onGuOGjUKr7/+OkaNGmXz/AWG3G3IlbUuXbpIWkeuj5+hpBRmjZyNW3XUvPvuu/jyyy8BwLJHBSlHzLJnLalTm6fn/yakNTdF27pOCiUlQFpa/S3Zd/bsWUnrnIXBYEB4eLhNZ0B4eDgMBoMsr8esOabX6zFlyhQcPHgQNTU12LBhAy5duoQNGzagpqYGBw8eRGJiIvR6vdpNdWrMGimFWSOlMGukFLmy1r17d8t9nU6Hb7/9Fq+//jq+/fZbm335rOtI2/i+Rkph1kgpzBo5G7foqPn2228xZswYzJgxA3/9618BNN4QkeQntnPMVTrRTp8+LWkdycPeBu+uyGAwIDExEREREcjNzUVlZSVyc3MRERGBxMRE2TprqHlGoxGffvopRo4cCV9fX8ycORM9e/bEzJkz4efnh5EjRyI9PV3WmU9EREREUtu/f7/lfteuXTF16lQ888wzmDp1Krp27Wq3jqg1Ll68KGkdERGRq3LNK5YiXbt2Db/85S/x05/+FIWFhUhOTsbvfvc7tZvltsR2jrlKJ9qlS5cANN1e4XmhztmJnfkj9QwhOViP7DOZTDbHrB+7yghAo9GIpKQkxMbGIiMjA6NHj0aHDh0wevRoZGRkIDY2FgsXLmRngApycnJQVFSEyZMnN+pkNplMSEhIwJkzZ5CTk6NSC4mIiIharqKiwnK/tLTUZpnn0tJSu3VErVFbWytpnbNQcslqIiLSBs121Pz5z39Gz549sXnzZvziF7/Ahx9+iD/96U+WNXWJpNLUDCBXmRkk8Pb2lrROTb6+vpLWqU3oDFi8eLHdGUIpKSnsDFBJcXExAGDx4sUYOnSozWynoUOH4pVXXrGpIyIiosZ4QdP5BAQESFpH1BStrbwBKL9kNRERaYPmOmpOnz6Nn/70p0hJSUFERATef/99rF27FhMmTICHhweMRmOjEfatcfv2bVRUVNj8R83T2glYw4v806dPx+HDhzF9+vRm69oqMBCYM6f+VkpeXl6S1qmpR48ektapTbjIP2TIELvHheel7gyQK2taEhQUBAAYM2aM3dlOY8aMsakj+5g1UgqzRkph1sTjBc22kStrzzzzjKR15Prkylq7du0krVMbl6xuO36GklKYNXI2muuo0el0aN++Pdq1a2c52e/UqZPNcZ1Oh7q6uja9TmpqKgICAiz/9enTp40t1z6tddQUFRVZ7nt4eGDjxo0YPnw4Nm7caDPrwbpOCn37AmvW1N9K6fbt25LWqens2bOS1qktODgYAJCfn2/3uPC8UCcVubLmTlzl/UxtzBophVkjpTBr4vCCZtvJlbUbN27YPB44cCASEhIwcODAZuucHWdvtZ5cWbt8+bKkdWriktXS4GcoKYVZc2/OeE6guY6akJAQzJw5E/7+/ti2bRv27t0L4H//89966y089dRTeOyxx/Db3/4Whw8fbtXrpKSkoLy83PLf+fPnpfw1yAVYX+Rvbl8dqTsDqqqAQ4fqb6Wk1+slrVPTzZs3Ja1TW3R0NEJCQrB06VK7e+6kpqYiNDQU0dHRkr6uXFnTkpKSEgDA3r17ER8fb3ORKT4+Hvv27bOpI/uYNVIKs0ZKYdYc4wVNaciVtatXrwKAZQDajz/+CIPBgB9//NHmeaHOFRgMBoSFhdnM3goLC2OHoEhyZa26ulrSOjVxyWpp8DPUvSl58ZxZc1/OOqNbcx01ADBp0iQ8+uijOH78OD799FP85z//wWuvvYYnn3wSL730Ej766CNs27YNf/zjHxETE4Ply5e3+DW8vb3h7+9v8x+5Fx8fH8v95jast66TwokTQGRk/a2UtLT02a1btyStU5ter8fKlSuRmZlptzMgMzMTK1askLwTTa6saYkwiyk1NRVHjx5FVFQU/P39ERUVhfz8fCxdutSmjuxj1kgpzBopRYmsOeMowJbgBU1pyJW1CxcuAGj8PUcgPC/UOTuDwYDJkyc3GjxTUlKCyZMnq35hxhXIlbWG//7bWqcm6yWr7b1Hy7VktdbwfM19KX3xnOdr7smZZ3Q7/yddK7Rv3x7Tp0/HgAED8NFHH2H+/PlYunQp+vTpg48//hjp6en44IMPEBsbi8rKSrz88svYsWOH2s0mFzNjxgxJ69Qm9sPCFT5UrJc7lKLOGSQkJCA9Pd1uZ0B6ejoSEhLUbqJbEmY7bdmypdGSmnfu3IHBYJBlthMREbk3Zx0F2BJq7cFH4vTu3VvSOjUZjUY8//zzAIBx48ZhzZo1ePfdd7FmzRqMGzcOADB79myX+J6jRVrao0YYnLV69Wq779GrV6+2qSOi/3Hmi+etpYXzNa1x9hndmuyoAYCxY8di8uTJKC8vxw8//IB169bhwIEDmDp1KhISEvDUU0/h008/xeTJk2E2m7FmzRrU1taq3WxyIcOGDZO0Tm3NLd/Wmjo1iZ3FJPVsJ7klJCSgsLAQWVlZ2LRpE7KyslBQUMBOGhXp9XpMmTIFBw8ebDSi9MKFCzh48CASExNdYslAIqKGOALQOWnlQoZae/CROJ07d5a0Tk3Z2dkoLS3F4MGDkZ+fjxdeeAH/7//9P7zwwgvIz8/HoEGDUFJSguzsbLWb6pY8PT0lrVNTdHQ0goKCkJKSgiFDhti8Rw8ZMgSLFy9GUFAQB3ERNeDsF89bQzhfGzJkiM0AgSFDhrjU+Zo1LXw3cPYZ3ZrtqAGAadOmITExEatWrcKsWbMA/G+Kdl1dHby9vfGnP/0JALBt2zZ8//33qrWVXM/69eslrVNb165dJa1TU2FhoaR1zkSv1yMmJgbTpk1DTEwMOwBUZjQa8be//a3Zmr/97W8ueQJDRO6NIwCdk5YuZKi1Bx+Jc+jQIUnr1CR0wBw/fhxDhw61uXg+dOhQnPjvmjfsqFGHlpY+AwCz2WxzX/iPiJrm7BfPW0o4X4uMjLQ7QCAyMtJlztcEWvluYD2ju7a2Fm+++SbmzZuHN998E7W1tarP6HaNT7pWGjJkCF5++WU89dRTlueEf/Cenp4wmUzo1asXJkyYAMA1TjLJeWRmZkpaJ5ZOB3TsWH8rpfj4eEnr1HT79m1J69yVXFnTkl27dqGioqLZmoqKCuzatUuhFrkmZq1l7J1QkjjMmjjCCMArV67YPH/lyhWXHQGoNLmypqULGWrtwac1cmXt2LFjktapSegIvPfee+12cI4ePdqmjuyTK2vV1dWS1qkpJycHpaWlze5fWVJS4hLv0Wri+Zr7UWs5VLnP1/Ly8uzOgM7Ly3OZ8zVAO7O5gf/N1H7++efh5+eHBQsWYPXq1ViwYAH8/PwsS6WqNaPb+eeOtpGw7JTZbLZZsslkMkGn0+HatWuWUfX33HOPGk0kapFhwwAH14VbpUuXLpLWkeuTK2ta8v7774uuEwYFUGPMmniLFi3CqlWrbEZfLVy4EC+99BKWLVumYstcA7PmmNFoxOzZs2E2mzF27Fj0798f1dXV8PX1RUFBAbZv347Zs2cjLi6OF9CbIVfWtLavi7AHX1JSEqKioizPh4aGcg8+keTKmthOC1fo3BC+v9y6dcvuceF5fs9pnlxZq6mpkbROTcJ77+XLlxsti3z+/HnLAAhXeY9WC8/X3I/1cqhC57k1uZZDlStrFy9eBAA89NBDyMjIsAyusZ4B/cUXX1jqnJn1bO4tW7Zg3759+PzzzxEcHIwtW7Zg8uTJWLhwoct8N4iOjoa/vz8++uijRoOezGYzNm3aBH9/f9VmdGu+o0Zgr5MGAL777jucPn0ad999N/r27duoQ4fIXXz11Vei61JSUmRuDbmL6upqJCcno6CgAP3798fy5cvh6+urdrNEs14yU6/X46677oKHhwfMZjNOnz5tuZjOpTVJCosWLcLy5cvtnlAuX74cANhZQ22WnZ2NkpIS9OrVCzt27MD27dstx3Q6HXr16oWLFy8iOzsb48ePV7Gl7kmtCxlySkhIQFxcHHJyclBcXIzg4GBER0e7xJd9LbPeuF04t7H32BU2eO/RowcA4MiRI4iLi8PixYsxZMgQywyHo0eP2tQRtZbw3vvWW2/ZPV976623bOqIpFBbW4u1a9fi1KlTCAsLw5w5c+Dl5aV2s1rEejlU644NwDWXQy0tLQVQf45jNpuRnZ1tc44THx+PL774wlLnzITZQbNmzcKAAQNQVFRkORYSEoKZM2fi888/R05ODmJiYlRrp1hGoxGVlZXN1lRWVsJoNKpzLmp2I0aj0eaxwWAw9+rVy9yxY0fzP//5zzb92eXl5WYA5vLy8jb9OVoGQPR/rkCt3+fYMbP57rvrb6UUGBgo6ncJDAyU9oVloLWsWbt9+7Y5LS3NPHfuXHNaWpr59u3bsr2WXFkTxMXF2f07iYuLk+cFZRAUFCQqZ0FBQWo31anJnTUtuH37tlmn05kBmH19fW3yJTzW6XSyvidoAbPm2Kuvvirqfe3VV19Vu6lOTa6s1dXVmUNCQsyTJk0y19bWmrOyssybNm0yZ2VlmWtra82TJk0yh4aGmuvq6qR9YXJacmXt7rvvFvVecPfdd0v7wjLIysoyAzB7eHg0+gz18/Mze3h4mAGYs7Ky1G6qU5Mraw3/Tpr6z9fXV9oXlkFVVZWlvRMnTjTn5uaaKysrzbm5ueaJEydajlVVVand1Barq6uz+cyR83OG52viJScnmz09PW3+rXh6epqTk5PVblqLbdmyxezh4WGeNGmSef/+/eaKigrz/v37zZMmTTJ7eHiYt2zZIvlrypW1jRs3mgGYhw8fbu7bt6/N30/fvn3Nw4cPNwMwb9y4UdoXlsGmTZssn6ETJ040v/jii+aZM2eaX3zxRfPEiRMtn6GbNm1Su6mirFy5UtRnzsqVKyV9XbH9Bm4zowb436yab775BgaDAe+88w7Kysrw+uuvIzY2VuXWEYlTUwP88EP9rZTEbmLmSpudac2iRYuQlpaGuro6y3PJyclYsGCBLKPo5coaUL/X0datW+0e27p1K+Lj45GRkSH9C0tMS0s1NGQ0GhUb3Sxn1rRi9erVluVlzA02pBUem0wmrF69Gi+99JLi7XMVzJpj1p8xXl5eSExMxMiRI3Hw4EGkp6db9kSyrqPG5MqasK/L5MmTERAQYLNng6+vL6qrq7FlyxbORnEjcmVN7CoTrrAahTBSOzAwEKWlpTh79qzlWFBQEAIDA1FWVuYyI7XVIlfWxH6euMLnztq1a20e5+Xl4Ycffmi0v87atWuRlJSkZNPaxGAwICkpqdFI+pUrV8qyRCXP18QRZtt3794dS5YsQWxsLDIzM/Hqq6+65Gx7NZZDlStrvXr1AgAcPny40ey6Cxcu4Ny5czZ1ziwoKAgA0LNnT+zYscPmmqBer0fPnj1x8eJFS52z27Nnj+X+xIkT8cgjj1jOobdv345t27ZZ6tT4Xu02W3NdvHgRy5YtQ2RkJB5++GEsW7YMffr0wZ49e/C73/0Ofn5+ajeRSFU+Pj6S1pG0hJOwrl274u2330ZxcTHefvttdO3aFcuXL8eiRYvUbqJo1dXVTXbSCLZu3eoSG4a2b99e0jpnYTAYEB4ejrFjx+KJJ57A2LFjER4e7lKbBGqN9Qnl/fffb7OJ4/3332+3jqg1rl69arkfFBSETZs24aWXXsKmTZtsvoBZ15HyGi5FZf28KzIajcjOzsbmzZuRnZ3NgUFOQOwFF1e4MCN0cB48eNCmkwYAioqKcPDgQaxYsYIdnCppeBGzrXVq2rt3LwDgsccew86dOzF37lw8++yzmDt3Lnbu3InHHnvMps4VaGkTcWu1tbV48803MW/ePLz55puWgSiuora2FmlpaejevTvOnj2L8PBwZGVlITw8HGfPnkX37t2Rlpbmcr9XQkICCgsLkZWVhU2bNiErKwsFBQUut2ddVFSU5T3L09N2joSwZKhOp7PpkHJ2Fy9etDtg0BX22bF28+ZNAPUdgJs2bcJXX32FtLQ0fPXVV9i0aRNCQkJs6pTm/J90EunSpQuuXbuGixcvIioqCps3b8ahQ4fws5/9TO2mETmF27dvS1pH0rE+Cbtw4QJmzJiBHj16YMaMGbhw4YLLnYT96le/krROTQ1Putpa5wy0+mXM1QkbHd91110wGAyoqanB559/jpqaGhgMBoSGhtrUEbXWgQMHLPcvXbpkc8z6sXUdKUfY0DUyMrLRfhrdu3dHZGQkFi5c6FIdHQaDAXfddZfN4ADhvY7UI3a/FlfZ10V4z2rYmSlcSON7mnoCAgIkrVNThw4dAACfffYZHnzwQbz44ouYOXMmXnzxRTz44IP47LPPbOqcXcNNxK3PP7ds2YLY2FiX+8wB6gdBtm/fHgsWLMDq1auxYMECtG/f3qUGP65duxZ1dXVISEjAwIEDbT5DBw4ciMceewx1dXWNZnm5Ar1ej5iYGEybNg0xMTEu2Ymek5NjWQ3hzp07NseE6zYmkwk5OTmKt62lrM//hd/J3uOG3xuclTDA5OzZswgICEBGRgaOHj2KjIwMBAQEWGY7qTUQxXWuHLWRr68vXn75ZTz55JO45557XPIfOpGcxF7c40VA5QknYUuWLGl0wd/T0xO///3vMWvWLKxduxbz589Xp5Et8Mknn4iu++c//ylza9qmoqJC0jq1WX8Zs97EcfTo0cjIyEB8fDwWLlyIuLg4fo4qTDhRvHTpEsLDwy0nkADQt29flJSU2NQRtZZ1p39zX8ZcZXCA1ggbup49exYPP/wwIiMjcf36dXTu3BnV1dX44osvYDabXWZDV4PBgMmTJze6eH7+/HlMnjwZW7ZscblRtFrRr18/SevUJAx6CggIQKdOnWxm1fTp0wc3btxAWloalixZ4nIbcGvBPffcYzmPcVTn7J588kls3LgRer0eR44csSyhA9RnTa/Xw2g04sknn1SxleJpbRNx4H8rVXTr1g1jx45F+/btcevWLWRlZbnUcmGnTp0CAKxbtw6+vr42x0pKSrB+/XqbOlJWdna25X5Ty1YLdePHj1eqWa2yf/9+y32dTmfzfcD68f79+/HUU08p3r6WEgY4NvyeIxCeF+qU5jYdNQDQuXNndO7cWe1mELXJXXcBW7fW30rJ09NT1GwZV5oZoBXCyVVsbKzdfUOEPbakPgmTK2taorU9aoQvY5s3b260vIROp0NKSgqioqIk/zLGrDkmTMGuqamx6aQBYPNYqCP7mDXHwsPDcfLkSVF11DS5siYsL9GtWzds37690fGgoCCUlJS4xDIURqMRzzzzDID63+eXv/wl7rrrLpw+fRr/+Mc/UFJSgmeeeYaDAxyQK2tdu3aVtE5NwqCniooK/OxnP0N8fDyqq6vh6+uLwsJCbN++HWaz2WUGPalFrqwNGzYMWVlZouqcnbCkkdFoxPnz522OWT8W6pxdcXExAGDx4sWYOHEikpOTLXs5fPHFF3jllVds6qQiV9aETls/Pz9cvXrVZgChh4cH/Pz8XKbT1vqcf9y4cU3us8HvBs2TK2vWe2q1a9fOZlaN9WNX2HtLOKfU6/UIDg7GhQsXLMd69uyJ4uJiGI1Glzj3BID/+7//k7ROarziSuRiOnUCHn1U+j/X399f1GwZf39/6V+cmhUWFgYA+P3vf4/t27fbjALs168fHn74YZs6qciVNS3R0prawP++ZA0ZMsTuceF5qb+MMWuO3XfffVi6dKmoOmoas+bY3XffbbcDwF4dNU2urJWWlgJAk6PPheeFOme2a9cuVFRUoEOHDvDx8cGKFSssx/r27YsOHTqgoqICu3btwoQJE1RsqXOTK2tiP+ulPieQQ0FBAYD6XNnbCLlv3744e/aspY7skytr+/btk7ROTZcvX5a0Tm3CTO1Bgwbh8OHDyMzMtBzr1asXBg4ciBMnTkg+o1uurAmdtvYujpvNZlRVVVnqnL3TVjgP0+v1+P77721mb/Xu3dsye8sVz9fsDU6Va8CGXFm7fv265X7Dpc+sH1vXOSuhA8ZoNNp00gCweewqHTUbNmwQXRcXFydzaxpzjStHRGRx+TKQmlp/KyUtLW+gNXPmzIFOp8O6devsjqRfv349dDod5syZI+nrypU1LRE7AsYVRsoAQHBwMAAgPz/f7nHheaFOKsyaY1rLmlqYNccOHz4saZ27kitrWtrL4cMPPwRQv1mrvfMbYRNXoY7skytrGRkZktapSVha7+zZs4320jAajZZBUA2X4CNbcmXtu+++k7ROTVrq4LR2/PjxRhdhL168iBMnTsjyenJl7ccff5S0Tk3CclRNXTwX3uusl61yBQaDAeHh4TZ77oSHh8u2b51cWdPSe0GvXr0krVOb2H8Tav3bYUcNkYu5dAlYvLj+Vkq9e/eWtI6ko9frLUvOmc1m3H///Vi6dCnuv/9+y/qmnp6eko8ykStrWtJwvdm21qktOjoaISEhWLp0qd29KVJTUxEaGoro6GhJX5dZc2zlypWS1rkrZs0xsaPhXGXUnFrkypqwEbVUdWqqrKyUtM5dyZW1K1euSFqnpsjISEnr3JVcWRO755kr7I128OBBSevUptYMIbmy1nA5urbWqamp/TVaW+cMDAYDEhMTERERgdzcXFRWViI3NxcRERFITEyUpbNGrqwJg02kqlNTjx49JK1T240bNyStkxo7aogIABqNwmhrHUln165dqK2ttaxl/O9//xuLFy/Gv//9bwD1a5zW1tZi165dajbTLYntHHOVtfX1ej1WrlyJzMxMxMfH25wgx8fHIzMzEytWrHCZ30dLxI5YlGtkI7kPsUswuMJSDVqkpfeC7t27S1pH0tLSxfO9e/faPO7atSsCAgIa7a/TsI6opQ4cOCBpndrOnDkjaZ3atDRruFOnTpLWqc1oNCIpKQmxsbHYsmULampq8Pnnn6OmpgZbtmxBbGwsFi5c2GhWpLMS205X+H2cvWNDa7hHDREB0FaPv9YIS37U1dVh4sSJCA8Pb7QBqlDHNdyprRISEpCeno6kpCRERUVZng8NDUV6ejoSEhJUbJ374sVzUkrDdbTbWkfS0tLfz7Vr1yStI2k13Py4uTpnZ713AwCUlZWJqiNqKa2dr61du1Z03auvvipza9rukshpE2Lr1KS1z9CcnBwUFRVh1qxZ6N+/f6N9eWfNmoXPP/8cOTk5iImJUa+hIlm3H7Dd67mioqLJOmfU1LLora2j5rGjhogA1H/4iXlj5R41yhOW/Bg1ahQ+++wz7Nu3z7Kx3pgxYzBmzBh8++23XBpEBbdv35a0zlkkJCQgLi5OsU0cybHq6mpJ64iawqw5Ny3tUZOTkyNpHUlLS6OBOSCNlCK249IVOjgBoLS0VNI6ks7p06clrVObsFdLSkpKo2Nnz57F4sWLbeqcXcN/49adM83VOaOrV69KWkfNY0cNkYvp1AlITKy/lVJgYKCkdSQdYeP2c+fOISwszGbN3D59+lhGO0q9wbtcWSPXoNfrFRutxKyRUpg1x7TaAa00ubKmpRk15eXlkta5K7myptOJWyVdbJ2aunXrhlu3bomqo6bxM9SxXr16NTljq2GdK6irq5O0TixmzbFDhw5JWqe2oKAgSevEkvP6WkFBgag6Z8fzNWWxo4bIxdx1F/Dpp9L/ubm5uZLWkXSioqKwfv16u5s0WnfaWC9TJQW5skbUELNGSmHWHNPi5rRqkCtrWprl4OHhIWmdu5Ira1rqqNFSB6ea+BnqGD9DpcGsOdbUDI3W1qlNrRndcmWtf//+oq6d9e/fX/oXlxg/Q5Xl/GdVRGSjtha4cKH+Vko1NTWS1pF0evbsKWmdWHJljVyD0WhEdnY2Nm/ejOzsbFkv+jFrpBRmjZQiV9a0tAwNl9mThlxZ69y5s6R1ahIzw6Elde6Kn6GOnTx5UtI6d8WsOSZ22XNXWR79tddek7ROLLmy9vXXX0tapyaz2SxpHTWPHTVELiY/H+jTp/5WSly72XnV/vesoakRpcLztRKfXciVNXJ+BoMB4eHhGDt2LJ544gmMHTsW4eHhMBgMsrwes0ZKYdZIKXJljZ0b1BDf1xzjgDRpMGuOif0+JvX3Nq1h1hzT2lK1Fy9elLROLLmydu3aNUnryH2wo4aIADT+YtKtWzeEhoY2WquZX2CUt2nTJgBNj1AQnhfqiNrCYDAgMTERQ4YMwZo1a/Duu+9izZo1GDJkCBITE2XrrCEiIsfU2i+A3I+WZm8REWmN1mY5aG3ZQC4XRq3FPWqICADg5eWFqqoqy+PS0lK7X7y8vLyUbBZBe9OayXkZjUYkJSUhMjISR48eRWZmpuVYv379EBkZiYULFyIuLg56vV7FlpKWGI1G5OTkoLi4GMHBwYiOjma+iJqgtQsZ5Ly0Nlpbq/gZSuSetNZRo7XBAZ07d0ZxcbGoOiJr7KghIgD1F2Fv3Lghqo6U1alTJ0nriJqSk5ODoqIiFBUVNVpq79y5czh79qylLiYmRoUWktYYDAYkJSWhqKjI8lxISAhWrlyJhIQE9RpG5KTE7hcm575iROQc+BlKROSc/Pz8JK0j98Glz4gIgHob1pNjO3bskLSOqCnWa/5269YNCxcuxNq1a7Fw4UKbZRClXhuY3JOwzF5ERARyc3NRWVmJ3NxcREREcJk9IiKiZvAzlIjIeYkZBN2SOnIfHmZXmQfn5CoqKhAQEIDy8nL4+/ur3Ryn1NRG6Pa4QizV+n1MJuDOHaBdO0AnYVfrwIEDcfLkSYd1AwYMwI8//ijdC8tAa1nT6XSi2unh4SHpUidyZU1Lfz9a+l0AYPny5Vi0aBF8fX3RrVs3nDt3znKsb9++KC0tRXV1NZYtW4bk5GTJXleurFkrLy/HxIkTce7cOfTt2xfbtm1DQECAPC8mA61lzWg0Ijw8HBEREcjIyIDO6i/eZDIhPj4e+fn5KCgokHQJFyWy5uq0ljW18DPUMS39Lg0puRwVs+aYln4XQHufoVr6+9HS7wJo75qHlv5+tPS7AMyaM9PS7wKo9/uI7TfgV1QiF6PTAd7e0l9gKigokLSOpKPW+rNyZY2c1/fffw8AqK6ubrT+r9BJY10nFbmzFh4ejk6dOmHfvn04f/489u3bh06dOiE8PFyeFySHhGX2Fi9ebHOBCajvnE5JScGZM2eQk5Mj6evyfY2Uwqy5L4PBgPDwcIwdOxZPPPEExo4di/DwcNlmODBr7oefoaR1zBophVkjZ8MoErmYkyeBmJj6WylpbTM6aju5skbO6+bNm5b7QqeMvcfWdVKQM2vh4eE4deqU3WOnTp1iZ41KhM01hwwZYve48LyYTThbgu9rpBRmzT2psRwVs+Z+rD9Dq6urMXfuXDz44IOYO3cuqqur+RlKLo9ZI6Uwa+RsPNVuABG1zM2bwNdf198SyYlZa1pVVRVOnDjRop85dOgQAGDQoEFOu2lgjx49JK0TS66slZeXN9lJIzh16hTKy8tdahk0LQgODgYA5Ofn4yc/+QmSk5NRUFCA/v37Y/ny5cjPz7epkwrf10gpzJr7MRqNSEpKQmxsrM1yVKNHj0ZGRgbi4+OxcOFCxMXFSbocFbPmfoTPxkceecRm1syXX36JNWvWIDo62qZOKswaKYVZI6Uwa+Rs2FFDRETUQidOnEBkZGSLfkaoz8vLw4gRI+RoVpuJ3WPNVfZiGzt2rOg6oSONlBEdHY2QkBDEx8fjypUrlueFi0zdu3dHaGio5WITkRSU3DeE3I+wHNXmzZubXI4qKioKOTk5iImJUaeRpAnR0dHw8/NrcmmznJwc+Pn58TOUiIjIxbCjxoXwyyURkXMYNGgQ8vLyWtRZk5eXZ/lZZ3Xw4EFJ69R2+PBhSevUoNXZW3q9Ht26dcO3335r9/iVK1cwatQolzzP4fmaczIYDEhKSkJRUZHluZCQEKxcuRIJCQnqNYw0Q60lHcn91NbWoqqqqtmaqqoq1NbWwtfXV6FWERERUVtxjxoXofSmlERE1DQ/Pz+MGDECS5cuFVW/dOlSjBgxAiNGjHDaC+cAUFhYKGkdtV1rZ29FRka2uINHSdXV1U120gi+/fbbRnslOTuDwYDQ0FCb87XQ0FCXOF+rqqpq8cyyQ4cO4dChQw4vGKpN2DfEevYWUN8hKNe+IeR+rJd0tEeuJR3J/cybN0/SOmo7LX+GknNh1oi0jR01LkCNTSnJefXtC7z9dv0tkZyYNcdSUlIkrVPbxYsXJa0Ti1lrmjB7qyXy8vKQl5fn1LO3XnzxRUnrxJIzawaDAZMnT8b58+dtnj9//jwmT57s9OdrWu0UNBqNmD17NsxmM+rq6myO1dXVwWw2Y/bs2TAajZK+Lt/XmqbVi0zCko5Lly5FTU0N3nzzTcybNw9vvvkmampqkJqaKsuSjsya+/n4448lrROLWWuaVj9D1cKsNY1Zkxaz1jStnq85Ow+z2WxWuxFaUFFRgYCAAJSXl0u6dr/RaER4eDgiIiJsNqUEAJPJhPj4eOTn56OgoMDpl9Xw8PAQXesKseTv47y09LsA/H1cQXO/k6v8DoD2/m609PvExsZi27ZtDusmTpyIzMxMBVrUNoGBgSgrK3NY17VrV1y9elWBFrWN0WiEn58famtrm6zx8vJCVVWV056vCcvstXZJR2edLbhr1y7cf//9Duv+/e9/Y/z48Qq0qG208L526NChFl9kEjjzPm/A/zpsPTw8bP7/C4+3bNniMkvtaSFrWn1f08LfjTUt/D7MmvP+3VjTwu/DrDnv3401Lfw+Wj1fU+vvRmy/AWfUODlhU8rFixfDbDYjOzsbmzdvRnZ2NsxmM1JSUnDmzJkmNxIk7bl6Ffj73+tvieTErIlnNpsbLYO2dOlSpz3pcjbMmmNiO19coZMGAMrLyyWtE0uurO3YsaPZThqgfk+BHTt2SPvCEhKWdPzHP/4hqv4f//iHSyzpuHv3bknrxOL7WtO0OlMQAA4cOACg6S/2wnEpMWtN48hzaTFrTRM+Q0+fPi2q/vTp0y7xGaoWZq1pQtbWr18vqn79+vXMWjOYtaZp+XzNmbGjxskJm02eOnUK/fr1s1nzvF+/fpYTAW5K6T7OnQOee67+lmxxaqa0mLWWSUlJsZzI5OXlucxyZ86AWRPHUcefK3UMNlyCqq11YsmVtUWLFklap6annnpK0jq1qbX3Ft/XmiZcZFq1apWo+lWrVrnERaba2lqkpaXBy8ur0TGz2QwvLy+kpaU57NRtKWatabzIJC1mzbHQ0FCbVVDs0el0CA0NVahFrolZc2zWrFmS1rkrZq1pwvlaQUGBqPqCggKXOF9zduyocXLCZpPTp09vtCfAxYsXMX36dJs6InfGUXNEpHVmsxkTJ060eW7ixIku1UmjRT/88IOkdWrTUqfgwYMHJa0j6SxYsEDSOrWtXbsWdXV1TXbE1NbWoq6uDmvXrlW4Ze5LuMh04cIFUfUXLlzgRSZqM6PR2GRnjU6nk3xPNHJfWjpfI+cVHh7ucLkwDw8PhIeHK9QibWNHjZOLioqStI5IyzhqjojcQWZmps3sLVdZ7oxci9lsbrQM2j/+8Q+X+9J/6dIlSetIWlq6yHT8+HFJ60g6vXr1sjvTyZqXlxd69eqlUItI64xGI06fPg1vb28AgLe3N06fPs1OGpKc2WxutAza+vXrXerzk5yfyWRqsrPGw8MDJpNJ4RZpFztqnJzW1qQnkpMwak7sMmZVVVUcNUdERNSEp556yqZT0FWWO7NWU1MjaR1Jz2w2N1oGbdWqVS53ken777+XtI6kdfv27SY7a7y8vHD79m2FW0RaFxoaiv379wMA9u/fz+XOSDazZs2yOV/jcmckB5PJhIKCArRr1w4A0K5dOxQUFLCTRmLsqHFy8+bNs9xv2Htp/di6jrStQwfgvvvqb8k+X19fxMXFNVsTFxcHX19fhVrkmpg1UgqzRkph1kgpzFrLLFiwwOYik6ssd2bt8OHDktaJxayJd/v2bVy4cAH+/v4AAH9/f1y4cIGdNCIxa6QUZo2Uwqy1THh4OA4cOAAAOHDgAJc7k4Gn2g2g5l25csVy/5FHHsEjjzwCX19fVFdXY/v27di2bVujOtK2AQOA7Gy1W+H8MjIyEB8fj61btzY6FhcXh4yMDOUb5WKYNVIKs0ZKYdZIKcya+2lqb5rW1onFrLVMr169kJWVhcjISGRlZXG5sxZg1kgpzBophVkjZ8OOGheh1+uRkZEBT8///ZXNnDkT3t7enGbmZkwm4M4doF07oIk9Cum/MjIyUF1djaeffhqffvoppkyZgg8++IAzaURi1kgpzBophVkjpTBrpBRmjZTCrJFSmDVSCrNGzoYxdHJ9+/YFUL8ZXWxsLHJzc1FZWYnc3FzExsZaOmmEOtK+774DfHzqb8kxX19fvPzyywCAl19+mZ00LcCskVKYNVIKs0ZKYdZIKcwaKYVZI6Uwa6QUZo2cDWfUOLnExEQsX74cALBz507s3LmzyToiIiIiIiIiIiIiInItnFHj5B588EFJ64iIiIiIiIiIiIiIyHlwRo2Ti4mJQVBQEEpKSpqsCQoKQkxMjHKNaqGqqiqcOHGiRT9z6NAhAMCgQYPg5+cnR7OIiIiIiIiIiIiISKNac10aqL82rfR1ac6ocXJ6vR7r1q0DAHh4eNgcEx6vW7cOer1e8baJdeLECURGRrboZyIjIxEZGdmqf0hERERERERERETknKqqqnDo0CHLQG2xDh06hKqqKplaRVokXJduzbVppa9Lc0aNi/Dw8IDZbLZ5zmw2N+q8cUaDBg1CXl5ei/5B5OXlWX6WbA0ZApw/DwQFqd0S0jpmjZTCrJFSmDVSCrNGSmHWSCnMmntwhpHnzJp7aM2gbqD+4nleXh5GjBjR5jYwa+5BuC4NoMXXppW+Ls0ZNU7OaDQiKSmpUSeNwGw2Y+HChTAajQq3TDw/Pz+MGDECzz//vKj6559/HiNGjMCIESO47JkdXl5A7971t0RyYtZIKcwaKYVZI6Uwa6QUZo2Uwqy5B2cYec6suQfh4rlwAV0sKS+eM2vuQbguPWLECJSVlYn6mbKyMlWuS7Ojxsnl5OSgqKio2ZozZ84gJydHmQa1gbCEm1R17ur0aWDKlPpbIjkxa6QUZo2UwqyRUpg1Ugqz5h6cYYkgZs09OMPFc2bNPVhfPG8JKS+eM2vup0uXLujevXuzNd27d0eXLl0UapEtdtQ4uaNHj0pap7amZgaJPU7AjRtAenr9LZGcmDVSCrNGSmHWSCnMmntwhovnzJp7cIZZDsyae3CGi+fMmvsRey1Q6muGzJp7unz5cpOdNd27d8fly5cVbtH/sKPGyf3617+WtM4ZmM3mRsugPf/88+ykISIiIiIil+EMF8/JPTjDLAdyP2pdPCf35OoDu51h8AaJd/nyZZSVlSEsLAwAEBYWhrKyMlU7aQB21JBK1q1bZznJzMvL43JnRERERCQJflEmpfDiOSnFepaD2E6+EydOcN9XajNXv3hOrqW5/bmdHQdvuJ4uXbrgk08+AQB88sknqi13Zs1T7QYQuZKqqqpWvYEeOnQIgwYN4kkyicaskVKYNVIKs0ZKEb4ot1RkZCTy8vJavNwLuS/h4nlLMWPUFgMHDpS0jsgRs9kMDw8Pu88TSc1sNuPQoUMud14mDN4A0KLzUA7eIGtuNaOGHyLUVs7QQ96zJ7B0af0taRezRkph1kgpzBopxRlmOTBr7ketJYKYNfekxiwHZs29mc1mm1VR5Ly+xqyRUqTMmjPs70Suz61m1FiPADCZTNDp3KqfiiTgDD3kPXoAKSmS/FHkxJg1UgqzRkph1kgpzjDLgVlzT02NOrc+LjVmzX2ZzWb8+OOPuOeee2A0GqHX63Hs2DHZZtIwa6QUZo2UIlfWHJ0PWNcRWXOLjppjx45h69at8Pb2hoeHB6ZPn47AwEC1m0UuyBm++N+4AezZA/z850CnTpL9seRkmDVSinXWOnfujOvXrzv8mc6dOzNr1GLWWevSpQuuXbvm8Ge6dOnCrFGbqPVFmVlzX0ovEcSsubeBAwfim2++QWRkJL755htZlztj1rSnoKAAlZWVouuPHz9ucytWx44d0b9/f9H1UmaNS+86B3fIWkNqDN4g582aWJruqKmsrERycjLefvttm38Ab7/9Nn75y18ihV301AxH/7jz8vJEjQjOy8trdjPblv7jPn0aiIsD8vIAF1mqk9pIrYtMzJr7uXbtmqisibnA3hLMmvY4+gz96quvRH2GfvXVV077Gcov/s5BzJcxR+dsjs7VAGaNWvbFPy8vD8ePH8f06dOxceNGDB482GHGBPxuQM56kYlZ05aCggIMGDCgVT87ffr0Fv/MyZMnRedNyqxx3zr1aTFrYt+nmzoHFXPuCcjXGaBVzpw1sTTbUVNaWorZs2fDYDBg8uTJiI2NRZcuXbBx40Z8+umneOWVV2A2m/HMM88gODhY7eaSk2nLP+6GxJwUyPGPWwx+8XcOznqRSUqumjVn/aLcWsxa09TOmpa4y2cov/irT6qsif17ZNbclxa++IvBz1D1MWvNY9akI3wnEDqTxaiurkZRURFCQkLg6+sr6meETuuWfKdqLXvfdaqrq7Fx40YALfs3snHjRlRXV9v93sOL5y2jtaxJcf7ZkvM6td6nXZEWsqa5jhph5PmePXtgMBiQkJCA9evXo2vXrgCASZMmISIiAr/73e/w1ltvwWw245VXXmnx69y+fRu3b9+2PK6oqGjxn3G1+DxyPnun0fO1tbUoKysDAAzvIX4fnbW/nYWuXbvCy8ur0bFevXri/x6eDnjxhEaMm9dLMbyHDkuWLEFoaKjD+ieffLLRcx999JHDnztz5gxeffVV3LxeCkC+N96mslZcXIy///3vAFqWtRkTR2HGjBl2OzmZtZYpPH4Uj48bJqq2ub+jGRNHifozPtn9HcIHR4iqbQ0tZU1rX5S1ljXUVuHc4V24deuWzdPC+yrQ8qw19Z7fvn179B0+nu9rIrX0M/Spp56CyWSyPNbpdPjwww8d/pxSn6FNZU13+za2/X0pAFgyJ8aSJUugu3IUx3efbHSMWWuZlmYNqD+Hv3TpEnr27Alvb29RP8OskdaypqXzNa1h1prHrEnHo64Gw3voMCJYj8Gi/w7aY0zoPS16Hd8begzvoYNHXU3LG9kCYr7rtCRrKxf+stnjsn/X0RCtZU1r79NaooWsaa6jRliy5eOPPwYAPPfcc+jatSvu3LkDnU4HvV6PlJQUXLp0Ce+99x7efvttDB06FJMmTWrR66SmpuKNN95oU1tzPnsHj5Wk2T+or7+ZM6tDC/7Ej4EbTRwqAc50C0JoVHwL/jz35XPzHA7N6gCc/xNw3nH9IXt/T3tmOfy5wQAemdUBx2+eAxDV4naK1WTW9C3NmLWPgRI7TzNrLVJ5Js9+fmRyvPgYIOMJpZaypoXRGNbuFB/TVNZO5mZiQNZzjZ4X3ldbpZn3/HPYiL4/bdm5grtq6WfowefsXFBxos/QprIGAMP+e9uizDn4/8KsidfSrAmGAS2qZ9ZIa1nT0vkaoK0Z0MyaGPweKgVL1vbMAvbI9zqDUX+9RO6sae17tZZoLWtae5/WEi1kTXMdNWazGWazGXfu3AEA1NTU9261a9cOAGAymaDX6zF79mycPXsWX3zxBdatW4eYmBh07NhR9OukpKTgpZdesjyuqKhAnz59WtTW6MeexWefNX7+/PnzeP/991v0Zwl+9atf2W1Hr1498X8jJ7Tqz3RH1/WBGPG3m/jtb3+LQYMGOaz/9NNPkZGRYXkcHx+PKVOmOPw5oYf8nUf6im6bjw9w9931t2I1lTXrkUwt1exIJpmzpqUvY99dqMKzf7sp62tY++Rx8SMFmLV6gwcPbtGyMWPGjJGxNa3X0vc1oG0jf+R+X9v341X8QtF/OyGKvZarY9bahlkTj1lrG7mzpqXztZoOfTHibzfx0UcfYbDIrLXG8RMn8OSTT/K7QQtobQY0s+aY2t8NtEJrWXPm79XuTmtZc+bzT3fnzFkTS3MdNR4eHrhz5w5u3LgBoH7tUwAwGo3Q6/XQ6eqnPkVERODxxx/HkSNHsHfvXqSnp+OZZ54R/Tre3t6i/3E1JTC4Dx6b83qj56uqqvCzKS8AaNm6hXl5eVyvVSI/FBTh8GUTEl5o3aypw+sNeG29QXR9h87dRNfefTdw7FjL2tNc1kY/Vj9q2VWyprUvY5MSpsKo8xL1/9PRviGOdOzYEeEt+F3cPWta09b3tZaS+32tqX87wgyl1mhq9lRL/+20hpYuaDJrjjFr0mDWHFMra1o7X7tVa8LhyybsO30T1Z1Mjn8ArZxlW2zE4csmmD3FXzFy9/M1rc2AZtaap/Z3Ay19hmota019hgptBlq+R01Tv6cS52taYvb0weHLJlR3GgD0HCbb61RfNimSNWc+/3R3zpw1sTTXUQMAXl5eiImJwZ49e7BhwwZMmzYNer3eclzYx+aBBx7Azp07sXnzZvz73//Go48+atnLRk1+fn6t2vSTG4VKJz4+HgAcngSKOal0dAFdzY3oXDFrWvsyFhgYiBkzZjisE5Z1bEpkZCTMZrNUzZKcK2ZNa8S+rwHSdArK/b7W1L+dQYMGWdroKl/8tXZBk1lrHrMmHWatebx4Lh1h0/PnnrO/NJ3UWrLSg5Rc+XxNKzOgmbXmqZk1rX2Gai1rTX2GHjp0qFX//6dPn468vDzVMqelTkFhAP2hQ4dE/0xrzwmU0JLzT8D+uZuYc09A3euFrkgLWdNkRw0APPLII1i7di2+/vpr7NixAw899JBlVo1wwTM4OBgTJkxARkYG8vPzceXKFafoqCH1ibl4/sc//lHUn/XFF1/glVdekaJZAIDvvgN+/nNgzx5g2DDJ/liXo5UvY2I46qSxrpOys4ZZ0xZn7hSUMmuu+MVfaxc0mbXmMWvSYdaax4vn0mnpRRngf/8OWvLvDWj5RRmer2kLs+a8tPYZ6i5Za+tgBzWwU7BtWtIp2JqsiT3/BJo+B3X2gbauypmzJpZmO2oGDhyIcePG4ZNPPsHatWtx//33w9PT0zKbRrh99NFHsXjxYhw9ehRlZWUA/jfjhqihqqoqyz/8V199VdTPvPrqq3j44YclG9FoMgGVlfW3pF3WWWuJQ4cOMWvUamp1CjJr9bRyQVMMZk1d7pS1oKAg0XUlJfZ2p24dZk1bWnJRBrB9jxMumsl1QYZZ05aWZs1aS9/bW4pZq6eVz1B3yZorDnZgp6BynYJyvq85+r4j9fec1tLS7C1nzppYmu2oCQgIwOTJk/H111/jq6++wgcffIBnn33W0gnj4eEBo9GIzp07Y9KkSdiwYQO+++47REdHs5OGmnTixIkWjcIQREZGqjptllwPs0ZKcYZOQXIPzBopxTprpaWlon6mtLSUWSNJNPVd0lkuyJC2WOdN+O7AnBFpAzsF5e8UlItag9JaSmuzt7SQNc121ABAbGwsdu7ciXfffRepqal48MEH0bt3b5jNZptZM8XFxQDAdf/IIVecNkuuiVlTn0ddDYb30MH3xkngkk621/G9cRLDe+jgUVcj22s0h52CpBRmjZTCrJFaXGX0LGkDOwWJiJyHKw5K09rsLS3QdEeNr68v5s6dix9//BH79u3DvHnz8P777yMgIMByUnPz5k2cOHECPXr0QN++fbnsGTXLFafNkmti1tTnc/McDs3qAOyZBeyR73UGAzg0qwOO3zwHIEq+F2oCOwVJKcwaKYVZIzW4yuhZrXGXgTUNsVOQlMbZW6SUV155BUuXLgVQn7XFixeL3iNaTa48UEgrs7e0QNMdNQDwk5/8BG+88QYmTZqErVu34tlnn8UzzzyD+++/H3v27MGaNWtQUFCAlJQU3H333Wo3l8ihQYOAvLz6WyI5uXvWajr0xYi/3cRHH32EwTL+Tzh+4gSefPJJvPNIX9leoznO0Cno7llzF8waKYVZU5+7XDx3htGz7p41dxlYY02tTkF3z5o7U3r2FrPmvuxlbenSpVi6dKnTZ40DhUgKmu+o8fDwwLhx4/D3v/8dqampMBgMMBgM6Nq1K27duoWamhrMmDEDycnJajfVrt69e+PChQui6sg9+PkBnDRBSnD3rJk9fXD4sgnVnQYAPYfJ9jrVl004fNkEs6ePbK/h7Nw9a6QcZo2U4u5Zc5eL584wetbds+YuA2ucoVPQ3bPmrtSYvcWsuSdXz5ozDBSilunduzcuXrwIoP7crFevXqKuwctJ8x01gmnTpiEqKgoffPABDh48iDt37qBz586YM2cOfvazn6ndvCb17NlTVEh69uypQGvIGZw7B/z5z8BvfgP0Ved7gqrcZYSmM3D3rJFy3D1rfF9TDrPGrCnF3bPmLhfPnWH0rLtnzV0G1jhDp6C7Z80dqTV7i1lzP6+88oroOimXQWPW3Je997eLFy+qvnSo23TUAEC/fv3wu9/9DgBQUVEBf39/lVvkWFlZmaR1ciooKGjRxlDHjx+3uRWrY8eO6N+/f4t+RkuuXgXWrgWefdY9P0jcZYSmM3D3rJFy3D1rfF9TDrPGrCnF3bPmLhfPnWH0rLtnzV04Q6egu2fNXQY7OMPsLXfPmruwzpqwJ40jS5cuxeTJk5k1ahNn3ufNrTpqAMBkMkGn07lEJw0AXL9+XdI6uRQUFGDAgAGt+tnp06e3+GdOnjzp1p017sxdRmgSkfvg+xophVkjInJNztAp6O7cZbCDM8zeIvfArJEaxG4dInYrEqm5XUeNTiffyAc51NT8bxSFTqeDyWSy+9i6Tg3CTJqNGzdi8ODBon6muroaRUVFCAkJga+vr6ifOX78OKZPn96imTukLe4yQpOI3Aff10gpzBoREVHruMtgB2eYveXu3GX2FrNGSrGevSXsSePIxYsXJZ0pKJbbddS4mk6dOqGqqgoAbDppGj7u1KmTks1q0uDBg1vUqz1mzBgZW0NERERERERE1DbuMtiBs7fU5y6zt5g19blLp6Arzd5iR42TmzhxIt5++21RdeQegoKABQvqb4nkxKyRUpg1UgqzRkph1kgpzBophVkjpbh71txl9pYzcPesuUunoCvN3mJHjZN76623RHXUvPXWWwq0pmnu0gvrDHr3BlatUrsV5A7cPWvCbMZDhw6J/pnWLuno7tw9a6QcZo2UwqyRUpg1UgqzRkpx96y5y+wtZ+DuWXOXTkFXmr3Fjhon5+vri7i4OGzdurXJmri4ONEXBOXiLr2wzuDmTeDoUSAiAujQQe3WkJa5e9aENUyfe+45RV6vY8eOiryOM3L3rJFymDVSCrNGSmHWSCnMGimFWSOluHvW2CnofNhR4wIyMjIQHx9vt7MmLi4OGRkZyjeqAXfphXUGJ08CUVFAXh7gjktzcpaDctw9a/Hx8QDQos3jjh8/junTp2Pjxo0YPHiw6Nfq2LEj+vfv35pmaoK7Z42UI1fWOnTogJs3b4qqI/fA9zVSirtnjd8NlOPuWSPlMGukFGaNnA07alxERkYGqqurkZycjIKCAvTv3x/Lly9XfSaNgL2wpBTOciClBAYGYsaMGa362cGDB3OTQyI30qdPH1EX8fr06aNAa4jUx4vnpBR+NyAiIiKtYEeNC/H19cXq1avVbgaRqjjLgYiInE2/fv1EXTDu16+fAq0hUh8vnpNS+N2AiIiItIIdNUTkUjjLgYi0hiPPXd+NGzckrZMLs0ZKcceL597e3rh9+7aoOpIOvxsQERGRVrCjhsjFeHoCgYH1t0RyYtZIKXJl7e6778YPP/wgqk5NHHmuHLmyVlxcLGmdXJg15bj7Z6g7XjwfOHAgjhw5IqpOSu6eNVKOu2eNgx2U4+5ZI+Uwa+RsGEUiFzN0KFBaqnYryB0wa6QUubK2f/9+dOrUSVSdmtxx5Lla5Mqah4eHpHVyYdaUw89Q9zNq1ChRHTWjRo2S9HWZNVKKu2eNgx2U4+5ZI+Uwa+Rs2FFDREREmhQQEICwsDCcOnWqyZqwsDAEBAQo2KrG3HHkudb06NEDRUVFAOr/Pnv16oWamhr4+Pjg4sWLuHr1qqVOTe6YtY4dO6KyslJUHVFbiF3SjEufUVv1798fBQUFoupIOhzsQErh7C0i98WOGiIXc+wYEBcHbN0K3HOP2q0hLWPWSClyZq2wsBDh4eF2O2vCwsJQWFgo7QuSU5Mra8OGDcOBAwcAAFevXrV0zNirI2WNGDECX3/9tag6KfEz1P2Ivagq9cVXZs39tG/fXtI6sdw9a+442EEt7p41zt5SjrtnjZwPO2qIXMzt28CpU/W3RHJi1kgpcmetsLAQ5eXlmDhxIs6dO4e+ffti27Ztqs+kcWceHh4wm82i6qQkV9aioqKwfv16UXWkrN/85jeiOmp+85vfSPq6/Ax1P3PmzEFycjLat2+PDh064OLFi5ZjvXv3RmVlJW7duoU5c+ZI+rrMmvvp27cvvvvuO1F1UmLWSCnunjXO3lKOu2eNs7ecDztqiIiISPMCAgKwd+9etZtB/3XPPfcgPz9fVJ0rELukmdpLn7mjCRMmwNfXF9XV1U3W+Pr6YsKECQq2irTIy8sLCxYswPLly+Hj44OXXnoJd911F06fPo2PPvoI5eXlSE5OhpeXl9pNJRf385//HP/6179E1RGR6+HsLVIKZ285H3bUEBEREZGixJ6ku8rJ/Pfffw+g/kJtXV0dTCaT5Zher4der0dtbS2+//57PPDAA2o10y3p9Xps3LgRkydPbrJm48aN0Ov1CraKtGrZsmUAgLS0NKxatcryvKenJ5KTky3Hidpi3rx5WLRokc1nTUM6nQ7z5s1TsFVERORqOHvL+bCjhiTB6XJEREQkVkhICHJzc0XVuYJ9+/YBAGprazFx4kSEhYWhpqYGPj4+OHXqFLZt22apW7hwoZpNdUsJCQnYsmUL5s+fj/Pnz1ue79u3L9LS0pCQkKBi60hrli1bhiVLlmDt2rU4deoUwsLCMGfOHM6kIcl4eXkhKSkJy5cvb3RMWFo0KSmJmSMiomZx9pbzYUcNSYLT5ZQTHg7s2FF/SyQnZo2Uwqy5n+HDh2Pz5s2i6qQkV9aE85IZM2bg3//+t6VjBgBCQ0PxzDPP4L333nPr8xe1JSQkIC4uDjk5OSguLkZwcDCio6Nlm0nD9zX35uXlhfnz5yvyWsyae7KevVVXV2d5Xq/XY8GCBbLM3mLW3E+7du1w584dUXVSYtZIKcwaORt21JAkOF1OOf7+wIMPqt0KcgfMGimFWXM/PXv2tNzX6XQ2y7dYP7auk4JcWXvqqafw4YcfYsuWLSguLkZubq6lM+Dee+9FcHCwpY7Uo9frERMTo8hr8X2NlMKsuS+lZ28xa6QUZo2UwqyRs2FHDUmC0+WUU1wM/O1vwKxZwH+v+xDJglkjpTBr7qdXr16W+2az2eaY9WPrOinIlbVx48YhICAA169fR9++ffGHP/wBsbGxyMzMxOOPP47r168jICAA48aNk+5FyanxfY2Uwqy5NyVnbzFr7qfhOVpb68Ri1tyPWrO3mDX3IywRKqZODTpVXpWIWq24GHjjjfpbIjkxa+5HpxN3WiC2Tixmzf1ER0cjJCQEI0eORJ8+fWyO9e3bFyNHjkRoaCiio6MlfV25sqbX6/Huu+8CAEpLSzFr1iz06tULs2bNQmlpKQDg3Xff5Yb1boTva6QUZo2Uwqy5H29vb0nrxGLW3I/1Eo5S1InFrJGzYUcNERERAYDoi8i82ExtpdfrsXLlSuTl5WHo0KFYvXo13nnnHaxevRoRERHIy8vDihUrXCprwob1ffv2tXm+X79+2LJlCzesJyIiIpdyzz33SFpH1BS1Zm+R+1FrcKpYXPqMiIiIAACjR49GTk6OqDqitkpISEB6ejqSkpKQmZlpeT40NBTp6eku2bGh9Ib1RERERHLp168fvvnmG1F1RG3RcM/K5uqI2iIgIADXrl0TVacGdtQQERERACAlJUVUR01KSooCrSF3oMWODSU3rCciIiKSy6VLlyStI2pKt27dcOXKFVF1rqB9+/a4deuWqDpSVp8+fUR11DRcnlsp7KghcjGdOwNPPll/S+5Brc3OmDX3M378eEnrxGLW3JuSHRvMGimFWSOlMGukFGbN/fTr1w/79u0TVSclZs39dOjQQVRHTYcOHSR9XbmyxqXcnFe/fv3w/fffi6pTA+eMEbmY0FBg48b6W3IPYk9GpD5pkStrnTp1krSOpLN//35J68Ti+xophVkjpTBrpBRmjZTCrLmfYcOGWe57etqO87Z+bF0nBWbN/fj7+0taJ5ZcWTMajZLWkXTELq+t1jLc7KghcjE1NUBhYf0tuQcvLy9J68SSK2vHjx+XtI6kU1xcDADYuHGj3Q3RN27caFMnFb6vkVKYNVIKs0ZKkStrYmdqSz2jm5wX39fcT8+ePS336+rqbI5ZP7aukwKz5n4GDBggaZ1YcmWts8gpOmLrSDpiZ8pwRg0RifLDD0D//vW3UhK7H4Ar7xvgqm7evClpnVhyZa1Hjx7w8/NrtsbPzw89evSQ9oXJoeDgYABAWFgYTp8+jaysLGzatAlZWVk4deoU7rrrLps6qciVNaKGmDVSCrNGSpEra2oNFCLnxfc192P9faxhp6z1Y6m/tzFr7icsLEzSOrHkyho7apxXdHQ0QkJCmrwm5efnh9DQUERHRyvcsnrsqCEiAOJHwUg9WkZuHh4eiIyMBABERka65Kg/La5veuvWrWY/GMVsvOdsnnnmGZusPfPMMyq3qOWEk5alS5fCw8MDMTExmDZtGmJiYuDh4YHU1FRVT1qIiIhIGbW1tZLWOYvg4GCb8zWpB58QadGgQYPszrYfNGiQSi0irRk3bpykdWoT+9nCzyDl6fV6/OQnP0FVVZXd41VVVRg6dKhqg9TZUUNEAIAxY8ZIWucMmuqUcbXOmobTzNta5yxu3bqF4uJidO/eHd7e3ujevTuKi4tdspPGw8MD77//vs1z77//vstlTa/XY+XKlcjMzER8fDxyc3NRWVmJ3NxcxMfHIzMzEytWrODMOiIiIo3T4kAhDw8PXL582ea5y5cvu9z5GpFSSkpKAAA//vgjIiIisHr1arzzzjtYvXo1hgwZgh9//NGmjqi1YmJiEBQUBKDxTE3hcVBQEGJiYpRuWqsMHDhQ0jqSTm1tLT7//HMAgK+vr80xYTDx559/rtpAFHbUEBEA4Fe/+pWkdWpz9IXLlb6QmUwmSeucSY8ePXD58mXU1NTg8uXLLrncmZayBtRvmpeeno6jR48iKioK/v7+iIqKQn5+PtLT01XbVI+IiBpv5tzWOmfx1Vdf2cxy+Oqrr1RuEWmN1s7XiJQgjPZfunQp8vPzMXfuXDz77LOYO3cujh07hj/+8Y82dc6uT58+ktaRdPR6PdatWwcPD49GgwI9PT3h4eGBdevWucyAwYceekjSOpLO6tWrYTKZ8JOf/ATXrl1DWloa5s6di7S0NJSVlWHo0KEwmUxYvXq1Ku1jRw0RAdDWhqFa+l3IuYld3szVlkFLSEhAYWGhzR41BQUF7KQhIlJZp06dJK1zBh4eHpgwYYLNcxMmTOB5msq0dD7NJWiIWkdYFnn//v04efKkzXeDH3/8Ebm5uS61LPLatWslrSNpCQMGu3fvbvN89+7dXW7AoPVFfi8vLwwbNgxRUVEYNmyYzYwhtToD3FlOTg4AYOLEiRg8eDAWLFiA1atXY8GCBRg8eDAeeeQRmzqludZQKyLCiBGAHCsMZGdni65r+GXaWVRVVeHEiRMt+plDhw4BqF9319EG9+5GrqxpgZC1hsudNeX999/HvHnzALhO1vR6vWJTy5k1UgqzRkqRK2ve3t6S1qlNzCwHV1paSw1yZU0LS58J52sNlztryuXLl/ndoBlyZU3sv3NX6BTUGmFZ5MTEREyePBkpKSmIjY1Ffn4+Jk+ejMzMTKSnp0s+y0GurD388MPw9PRsdslwT09PPPzww9K/OImSkJCA2NhYrF27FqdOnUJYWBjmzJnTaDk0qciVtevXrwMARo4ciYMHD+K7776zOS48L9SRcjp27AgASE1NRWxsLDZv3owhQ4YgPz8fS5cuxZ///GebOqVxRg0RAQC++eYbSevUcOLECcuyGWJFRkYiMjKyxR08SvLx8ZG0jtpOq1kjIiLnNnz4cEnr1CR2eTMug6YOLcyo4fmaa9BCp6CWaWlZZL1ej3/+85/N1vzzn/90meW1tMhgMGDgwIE2sxwGDhwIg8GgdtNaZNSoUQCAGzdu4ObNm3jhhRcwYcIEvPDCC7h586alg0aoI+U88cQTAOo7ZdPT0zF69Gh06NABo0ePRnp6umX5YKFOaeyoIXIxP/4I3Htv/a2ULl26ZLl/8+ZNm2nNN2/etFvnbAYNGoS8vLwW/UxeXh7y8vIwaNAgmVrVdn379pW0Tiy5sqYFWs2aWpg1Ugqz1jIXL17E2LFjAQBjx47FxYsXVW6R65Araz//+c8lrVNDVVUVDh06JHqG9oQJE3Do0CEcOnQIVVVVMrfO9ciVNS101PB8TVr8DHVfSi+LLGfWEhISsGXLlkbfnfv164ctW7a4VMeT1hgMBiQmJiIiIgK5ubmorKxEbm4uIiIikJiYKEtnjVxZW7lyJQCgsLAQU6dOxeDBg/H4449j8ODBmDp1Kk6dOmVTR8pp164dAODOnTvo3bs3kpKSsHbtWiQlJaF37964c+eOTZ3SuPQZkYu5dQs4cKD+VkrWUy5/8YtfYPHixZZpzb/4xS/s1jkbPz8/jBgxokU/09J6NYhddkHq5RnkypoWaDVramHWSCnMmnje3t6ora21PK6oqEDv3r3h5eWF27dvq9gy1yBX1n7yk59IWqeG1s5yAOovovPz1JZcWdNCRw3P16QlV9YcLUVlXUfqUXJZZLnP1xISEhAXF4ecnBwUFxcjODgY0dHRnEmjIqPRiKSkJMTGxiIjIwM6Xf28gtGjRyMjIwPx8fFYuHAh4uLiJP17kitrvr6+iIuLw9atW7F9+3Zs3769UU1cXBx8fX2lfWFyqKSkxHK/tLQUq1atclinJH7SERGA+vUXhfWbd+3ahczMTMsx6w8PtdZpdGdiP7z5IU/kHqwvigkXL7kcCEmpYSeNtdraWnh7e7OzRiWlpaWS1qlBmOXQks4aYVYEZzkox2g0SlpH1BQufUZqULLjiRzLyclBUVERNm/ebOmkEeh0OqSkpCAqKgo5OTku8/f2y1/+Elu3bm32OCkvODjYct/X1xfV1dV2H1vXKYlLnxERAFiWNgFg80bV8LF1HSmjffv2ktYRketqauSyM49oJtdy8eLFJjtpBLW1tVwGTSVa6Khp7SyHESNGcHN3Ig1qeFG2rXXOwsPDw9IhHRkZyXM1omYUFxcDAIYMGWL3uPC8UOfshBlCkyZNsrtHzaRJk7Bw4UIOdlBBVFQUPD09ERAQgMDAQJtjgYGBCAgIgKenJ6KiolRpn2t90hGRbN58801J60g6YkectnQZESJyLY6+4PMCALWFsG9I7969RdX37t2b+4aooGvXrpb7Dz/8MF588UXMnDkTL774Ih5++GG7dUStoYWlz8g1dOjQQdI6Z8CBNUQtI8xeyM/Pt3tceF6tWQ4tJcwQWrx4Mdq3b4/Vq1dj586dWL16Ndq3b4+UlBScOXMGOTk5ajfV7ezfvx91dXUoLy9HbW0tNmzYgEuXLmHDhg2ora1FeXk56urqsH//flXax44aUgVHl7ReSAjw4Yf1t1LS6/WiLgJy3VblBQUFSVonllxZI2qIWXOMF8ykwaw1rbX7hkRGRuLEiRMytcp1yZU16/Wy9Xo9Hn/8caxYsQKPP/64zTmaWutqk/LkyprY5Y65LLL7kCtrTY2gb22d2jiwpu14vtYyu3fvtrm+tnv3bpVb1HLR0dEICQnB0qVLYTKZbI6ZTCakpqYiNDQU0dHRkr6uXFnT2gwhLRFWBRg+fDh8fX0xc+ZM9OzZEzNnzoSfnx+GDx9uU6c0dtSQ4ji6pG26dAGmT6+/ldLatWsdrvtrNpuxdu1aaV+YHBI7Klbq0bNyZY2oIWatacIsh5bgLIemMWtNE/YNaYm8vDzk5eVx3xA75MratWvXAAADBgzA0aNHERUVBX9/f0RFRSE/Px/9+/e3qSPtkytr7dq1k7SOXB+z5hgH1kiD52vieXh4YPz48TbPjR8/3uUyptfrsXLlSmRmZiI+Ph65ubmorKxEbm4u4uPjkZmZiRUrVkg+cFiurGlthpCWCMsDz5kzB4WFhcjKysKmTZuQlZWFgoICPP/88zZ1SmNHDSmKo0varrQUWLOm/lZKBQUFlvs+Pj42x6wfW9eRMg4cOCBpnVhyZY2oIWataZzlIC1mrWncN0RacmVN2KPh5MmTjWbNXLlyxXKe5mp7OVDryZU17pFIDcmVtZqaGknr1MCBNdLi+Zo4Wru+lpCQgPT0dLsDUdLT05GQkCD5a8qVNbVmCJFj3bp1AwAYDAZ4eHggJiYG06ZNQ0xMDDw8PJCRkWFTpzSewZNiOLpEGufPA3Pn1t9KyfrDo+FJsPXjhh8yJD9hymVTF12E56WemilX1ogaYtaaxlkO0mLWSClyZS0mJkbSOnJ9cmWti8jhxWLryPXJlTVfX19J69TAgTXS4vmaY2KXN3O1ZdASEhLsznKQo5MGkC9ras0QkpsWtrHo1asXAGDHjh12/2527NhhU6c0T1VeldxKVVVVi08+hNEogwYN4ihNhfj7+0taR9IROmBMJhO6d++O6dOn46677sLp06exceNGXLlyxaaOiLSjtbMciEiboqOjodPpYDKZMHbsWDzyyCPw9fVFdXU1tm/fju3bt0On03GEJrVZwxn2ba0jaopayzxLSRhY05LOGmEgDgfWUEsI19caLnfWlPHjx9tkzRWur+n1ek0MOBFmCCUlJSEqKsryfGhoqGwzhOTU3DYWjrZRcCbCbKfAwEDL7C1BaGgoIiMjUVZWptq5NDtqSHatHV0C1J+88IKTMi5cuGDzeODAgbj77rvxww8/4Mcff2yyjuTXs2dPHDp0CDqdDj4+Pli5cqXlWEhIiOWCTc+ePVVsJREREclt//79ltnNWVlZ2L59u+WYcPHFZDJh//79mrjIQeqpra2VtI6oKWL3AVBrvwAxOLCGlMLra64lISEBcXFxyMnJQXFxMYKDgxEdHe2SM2kcHXeVzhphtlNiYiImTpyIhQsXWgY97dixA9u2bUN6erpqf0fsqCHZcXSJa7h06ZLN4x9//NGmg6apOpJf7969AdRfeKmqqsKUKVPQvn173Lp1C9nZ2ZYLNkIdERERaVNxcTEAYOPGjXjllVdw9uxZy7GgoCAsWbIE06dPt9QRtZaXl5ekdURNabjfVlvriLSM19dcj6vPEGrJNhau0lljPdspMzPT8rwzzHZyq46auro6eHq61a/sFDi6RFodOwITJtTfSqmoqMhyv127dggICEBtbS28vLxQXl6OO3fuNKojZURFRWH9+vUA6keSffrpp03WSUmurBE1xKyRUpg1UopcWQsODgYAhIWF4dSpU41GaH7zzTc2daR9cmWNM2qoIbmyJvbCnqtcAKS24/la03h9TVrMWtO0vo2Fs8528jC7yafdqlWr8MUXX+Ctt97C3XffLfmfX1FRgYCAAJSXl3MPjya0ZJMpV4il1n6f/v37o7Cw0GFdeHg4CgoKFGhR62nt7yY7Oxtjx451WJeVleXSIzVckdayRs6LWSOlMGvOzWg0Ijw8HBEREcjIyIBOp7McM5lMiI+PR35+PgoKClT/oukIs+bcJk2aZDPKtCmxsbH4/PPPFWhR6zFrzu2+++7Dnj17HNb9/Oc/x9dff61Ai1qPWSOlMGskt0OHDrV4mT0Bl9lrTGy/ga7JIxrxxRdfYNCgQVi4cCGA+h5BIldmNAIVFfW3UurWrZukdSSdqKgoeHp6ws/Pr9FFF+F5T09PyWfUyJU1ooaYNVIKs0ZKkStrwrramZmZiI+PR25uLiorK5Gbm4v4+HhkZmZixYoVTt9JQ9KRK2stWeqE3AOzRkrh+RophVlrmrDMXkvk5eUhLy+Py+y1gWY7agoLC/Hwww9j4sSJuHPnDt544w2sXbsWI0eOlOTPv337NioqKmz+I1LC998DAQH1t1IS+0bKN1zl7d+/H3V1daiursZDDz2EX//615g5cyZ+/etf48EHH0R1dTXq6uqwf/9+SV9XrqwRNcSskVKYNVKKnFkT1tU+evQooqKi4O/vj6ioKOTn56u+rjYpT66sCXsgSlVHrk+urFnvtSVFHbk+nq+RUpi1prV2mb0RI0Y4/bJnzkxzG7bcuXMHv/3tb7Fs2TJ07NgRzz33HJ5++mmbkeZms7nNozFSU1PxxhtvtLW5RE7j22+/lbSOpCNsCPzhhx/i1VdfxbZt2yzHQkND8eGHH3LjYCIiIjfirOtqk3aIXerY2ZdEJufXrl07SeuIiIhcleY6aiZNmoQvv/wSAwcOxLp16zBy5Eh06NDBclzopBHWaGxth01KSgpeeukly+OKigr06dOnbY0nUhE3cXRe1hsHFxYWcuNgIiIiIpKV2NGwHDVLbdW1a1dRHX5du3ZVoDVERETq0UxHjdFohF6vx+uvv44vv/wSP/74I4YNG2bTSXPz5k3o9XpcunQJPXv2hLe3d6s7ary9veHt7S1V84lUFxAQIGkdSSc6OhohISFYunQpMjIyEBMTYzlmMpmQmpqK0NBQREdHq9dIIiIiUozBYEBSUhKKioosz4WEhGDlypVc+owkYd0BExgYiHvuuccy6PHYsWO4evVqozqi1ujSpYukdURERK5KM3vU6PV6mM1mjB49Gs8++ywAYM6cOQDqO2g+++wzLFy4EDExMbjnnnswevRoPP744/ieCxESAQDGjBkjaR1JhxsHExERkcBgMCAxMRERERE25wQRERFITEyEwWBQu4mkAdazF65evYqvv/4ae/bswddff23ppGlYR9QaJ0+elLSOiIjIVWlmRg1QP7Jcr9cjNTUVH3zwAT7++GPEx8fj1KlTWLp0KaqrqxEWFgY/Pz8cP34cR48eRWFhIV599VVMnjwZJpMJOp1m+q5IoyIigJISoFMnaf9cT0/bt4PevXujR48euHz5Mi5cuNBkHSlD2Dg4KSnJZs+t0NBQ2TYOlitrRA0xa6QUZo2UIlfWjEYjkpKSEBsbi4yMDMt3l9GjRyMjIwPx8fFYuHAh4uLiOIDDTciVNc62p4bkyprYVU7aus8wuQ6er5FSmDVyNprqldDr9TAajQgMDERqaioA4Omnn8Yrr7yCcePGYf/+/di9ezfOnTsHg8GAqKgofP/99/jd736H69evQ6fTcf8Ncnrt2gHdutXfSunatWsA/ncCfOHCBRw8eNDSSSM8L9SR8hISElBYWIisrCxs2rQJWVlZKCgokG2JE7myRtQQs0ZKYdZIKXJlLScnB0VFRVi8eHGjAWY6nQ4pKSk4c+YMcnJypH1hclpyZe2JJ56QtI5cn1xZ69ixo83jAQMGYPTo0RgwYECzdaRdPF8jpTBr5Gw01VEDwPKFJSkpCb169UK7du3w97//HVu3bsX//d//oVevXujQoQNiY2Px29/+FkOHDsXx48fx97//HQBHaZDzO3UKePTR+lspXb58GQAsa09b8/DwsHRiCnWkDr1ej5iYGEybNg0xMTGyjpaVK2tEDTFrpBRmjZQiV9aKi4sBAEOGDLF7XHheqCPtkytrXl5ektaR65Mra2FhYTaPT548iQMHDjRa6qxhHWkXz9dIKcwaORvNddR4eHigrq4OALBhwwY8/fTTePzxxwHUL41mfTtq1ChERUVBr9fjhx9+wO3bt9VpNFELlJcDn39efyulDh06WO43nFlm/di6jrRNrqwRNcSskVKYNVKKXFkLDg4GAOTn59s9Ljwv1JH2yZU1sYOzOIjLfciVtevXr0taR66P52ukFGaNnI2mOmqEDhhhD42HH34Yf/nLX9C+fXsA/5ttI9x26dIF3bt3h9FoxNWrV+Ht7a1Cq8lVtRM5N1JsndqGDh0qaR0RERERSSs6OhohISFYunSp5buPwGQyITU1FaGhoYiOjlaphaQVYmdlcfYWtZVwvUaqOiIiIleliY4ak8kEk8lk6YARRv8LSzg1/BJjNptx584dALDsvxEREaFgi0kLunfvLmmd2jiSiYiIiMi56fV6rFy5EpmZmYiPj0dubi4qKyuRm5uL+Ph4ZGZmYsWKFbIujUru4dChQ5b79pZFtldH1BpiO5bZAU1ERFrn8h01RqMROp0OOp0OZ8+exR/+8Afk5eUB+N8JpPVGmyaTCR4eHmjXrh2OHz+OL7/8EgEBAXj00UdVaT+5LrFfgF3li/K5c+ckrSMiIiIi6SUkJCA9PR1Hjx5FVFQU/P39ERUVhfz8fKSnpyMhIUHtJpIGnD171nK/W7du2LBhAy5duoQNGzagW7duduuIWmPevHkO9wr28PDAvHnzFGoRERGROjzVbkBrGY1G6PV66PV63L59G2vXrsWbb76J8+fPo7KyEhEREXaXMtPpdLhz5w4yMjKwePFinD9/Hq+99hpGjx6twm9BrkytKdq9egErV9bfSunKlSuS1pHrkytrRA0xa6QUZo2UInfWEhISEBcXh5ycHBQXFyM4OBjR0dEuM0CIpCNX1qqrqwHULyvu6+uLmTNnWo6FhITA09MTdXV1ljrSPn6GklKYNVIKs0bOxsPccNdwJ2e9xBkAfPbZZ/jzn/+Mb775BgAwc+ZMrFq1Cn5+fjY/d/36dfj4+ODLL7/EZ599hn/9618oLy/H73//eyQnJ8PLy6tN7aqoqEBAQADKy8vh7+/fpj9LqxyNkrHmCrEcP348du/e7bBu3Lhx2LVrlwItapt7770XBw4ccFg3evRo5ObmKtCi1tNa1sh5MWukFGaNlMKskVKYNecWFRVlOef38fFBTU2N5Zj143vvvRf79+9XpY1iMWvO7c0338SCBQsA1P9dWf8dWD9OS0vD/Pnz1WiiaMwaKYVZI6Uwa9IQ22/gMkufmc1mm06aw4cPY+rUqZg8eTK++eYb3H///cjPz8f69evh5+dnsy+N0WjE+vXrMWjQIDz22GP45JNPMHr0aHz//fd45ZVX2txJQ+5p5MiRktaJdf068Omn9bdSKi0tlbSOXJ9cWSNqiFkjpTBrpBRmjZQiV9buuusuy33rTpqGj63rSNvkylpBQQEA4IEHHkBVVRXS0tIwd+5cpKWloaqqCg888IBNHWkfP0NJKcwaORuXWPpMWObMw8MDV65cwapVq7BmzRpUVVUhNDQUaWlplj1mhA4aoUPHbDZDr9fj3nvvxfHjxxEYGIj4+Hj8/Oc/V+33IW0ICgqStE6sM2eAqVOBvDygc2fp/lyxyxZweQP3IVfWiBpi1kgpzBophVkjpciVtSeffBIfffSRqDpyD3JlTRitHRkZCR8fn0azZoYPH46vvvqqRaO6ybUp8RlqNBq5fCjxfI2cjkt01Oj1ephMJmzYsAErVqzA6dOn0a5dO/z5z39GcnKypU7o0LEmfJjHxMQgIiICXbt2VbTtpF1qddTIxWg0Wu43N+Xcuo6IiIiIiLRH7KoTXJ2C2uqnP/0p1qxZg3fffRd/+MMf4On5v8tUdXV1eP/99y11RFIwGAxISkpCUVGR5bmQkBCsXLkSCQkJ6jWMiNyeSyx99tVXXyE6Ohpz5szB6dOn8cwzz6C4uNjSSVNXVwcADnu/2UlDUiorK7Pc9/HxsTnm6+trt86ZeXt7W+43XFfS+rF1HRERERERaU9JSYmkdURN6dOnD4D6LPXu3RsbNmzApUuXsGHDBvTu3duSMaGOqC0MBgMSExNx5coVm+evXLmCxMREGAwGlVpGROQCM2qqq6vx+uuvIzc3F1FRUXjrrbcQGRkJoH5kv06nsxlxQaSUbt26Aaifin3t2jWcPXvWcqx79+7o3LkzDh8+bKlzdr1798a5c+dE1RERERERkXYJqwIMGjQIt27dwvnz5y3H+vbtCz8/P5w4ccJlVg8g5xUdHY2QkBDo9XqcPXsWs2bNshzz9PREWFgYTCYToqOjVWwlaYHRaMTs2bNhNpvx85//HMXFxSgrK0PXrl0RHByMnTt3Yvbs2YiLi+MyaESkCqfv4fD19cXLL7+Muro6PPbYYwDq96ER9p4hUkuvXr0AAN999x0mTpyI5ORk+Pr6orq6Gjt27MC2bdts6qTi6wsMH15/K6XY2Fjs379fVB25B7myRtQQs0ZKYdZIKcwaKUXurAUGBuLIkSPYt2+fZS+HMWPGYNy4cfK8IDktubKm1+uxcuVKJCYmwsvLy7JiinDs9OnTSE9P5/UfNyJX1rKzs1FSUgIfHx/s3LnT8vzFixdx5MgR+Pj4oKSkBNnZ2Rg/fry0L05Oiedr5GycvqMGACZNmmS5X1dXxxk05BSEkT+BgYHIz89HZmam5VhoaCgiIyNRVlYm+cifwYOBQ4ck/SOJ7GLWSCnMGimFWSOlMGukFLmyJiw3tW/fPiQkJOChhx6Cr68vjh07hpUrV2Lfvn02daR9cr+vmc1m6HS2q/Pr9fpGy3KT9smVtezsbABATU2N3ePC8+yocR88XyNn43I9HuykIWchjPyZPHlyoz1qiouLcebMGWzZssVlRv4IM4DE1KWkpMjcGiIiIiLSMr1eD6PRKKqOlBccHAwAeOKJJ/Dxxx/bDErT6/WYNm0aNm3aZKkjai2j0YikpCRMmjQJn3zyCdavX49Tp04hLCwMzz//PKZOnYqFCxdyOSpqs6qqKknriIikpnNcQkTN8fDwgIeHh81zOp2u0XNSOXwY8Pauv5WSmC/KLakj1ydX1ogaYtZIKcwaKYVZI6XIlbXo6Gh069YNH330Eby8vGyOeXl5YdOmTQgKCuK+IW5Erqzl5OSgqKgIUVFRGDx4MBYsWIDVq1djwYIFGDx4MO69916cOXMGOTk50r4wOS25spaeni5pHbk+nq+Rs2FHDVErCSN/YmNjUV5ejqysLGzatAlZWVm4ceMGYmNjsXDhQsk7NsxmoLa2/lZK7KihhuTKGlFDzBophVkjpTBrjplMJknr3JWcWbt9+zYAwN/fHxs2bMClS5ewYcMG+Pv7A2h6+SDSJrmyVlxcDABYvHgxIiIikJubi8rKSuTm5iIiIgKvvPKKTR1pn1xZO3funKR15Pp4vkbOhuuIEbWSMPJn8+bNaNeuHWJiYmyOp6SkICoqCjk5OY2OOaNTp05JWkdERERERK4pOzsbFRUVGDx4MKqqqjBz5kzLsZCQEAwaNAgnTpzgXg7UZkFBQQCAMWPGICMjw7JPzejRo5GRkYH77rsPe/futdQRERFpFTtqiFpJGNEzZMgQu8eF511l5E9FRYWkdURERERE5JqETbdXr16N++67Dzk5OSguLkZwcDCio6ORlZWFBx54gB01JCmj0Yg9e/ZYsjZmzBiYOdSdiIjcBDtqiFpJ2DgzPz8fo0aNavTlJT8/36bO2YndU0euvXeIiIiIyH14enrizp07oupIXXq93iVWCCDXVFJSAgDYu3cvAgICUF1dbTnm6+treSzUERERaRXPeolaKTo6GiEhIZg3bx6uXr2KoqIiy7GQkBAEBgYiNDRU8g02Bw8G8vOBu+6S9I9FQEAArl69KqqO3INcWSNqiFkjpTBrpBRmzbHAwEBRM88DAwMVaI3rkitrMTExWLJkCV577TXExMRYlqMC6vcNev311y11zs7Dw0PUrAwOSGueXFlrbmCj9d+JqwyApLbjZygphVkjZ6NzXEJE9uj1ekyZMgUHDx5EdXW1zQab1dXVOHjwIBITE6HX6yV9XV9f4J576m+l1LNnT0nryPXJlTWihpg1UgqzRkph1hwbMGCApHXuSq6sxcTEICgoCHv37sWjjz6KNWvW4N1338WaNWvw6KOPYt++fQgKCnKJjpqOHTtKWueu5MpaVFQUPD09ERAQ0KhjtmvXrggICICnpyeioqKkfWFyWvwMJaUwa+Rs2FFD1EpGoxGffvopRo4cCR8fH8ycORM9e/bEzJkz4evri5EjRyI9PR1Go1HS1z17Fpgxo/5WSrdv35a0jlyfXFkjaohZI6Uwa6QUZs0xf39/SevclVxZ0+v1WLduHQBg27ZtmDt3Lp599lnMnTsX27ZtAwCsW7dO8kFpcmjXrp2kde5Krqzt378fdXV1KC8vR21trc0AyNraWpSXl6Ourg779++X9oXJafEzlJTCrJGzYUcNUSvl5OSgqKgIf/3rX3Hq1ClkZWVh06ZNyMrKQmFhIf7yl7/gzJkzyMnJkfR1y8qAd96pv5XS+fPnJa0j1ydX1ogaYtZIKcwaKYVZc6y2tlbSOnelRNYaLgnmakuEderUSdI6dyVX1i5evAgAGD58OHx9fW0GQPr5+WH48OE2daR9/AwlpTBrjo0YMULSOmoe96ghaiVhTe0hQ4bY3WBzyJAhNnXOrqamRtI6IiIiIqKmHD58WNI6kpbRaMTzzz8PAHjkkUfwyCOPWDZ23759O7Zt24bZs2cjLi7O6WfVdOjQQdI6klZpaSkAYM6cOXjmmWeQk5OD4uJiBAcHIzo6Gu+88w5mzZplqSOi+lmPYlZvcfb3Z3J+3bt3l7SOmseOGqJWEjYzzM/Px6hRoxqdUObn59vUERERERFRvYqKCknrSFrZ2dkoLS3Fz372M/zrX/+CTve/xTief/553Hfffdi7dy+ys7Mxfvx4FVvq2M2bNyWtI2l169YNAGAwGPD000/bHDOZTMjIyLCpc2Y6nQ4mk0lUHVFbdOnSRVTnZZcuXRRoDWnZmTNnJK2j5rGjhqiVoqOjERISgnnz5qG0tBRnrRa17NevH7p164bQ0FBER0er2ErxzGazpHVq8vDwENVOV1u2gYiIiEgr/P39Rc3U5h416sjOzgYAvPHGGzCbzcjOzrYZlPbaa6/hgQcecImOGrF7hkq9tyiJ06tXLwDAjh07EBAQgOrqassxX19fy/uEUOfM/P39cePGDVF1pLyUlBSkpqaKqnN2vr6+ktYRNeXq1auS1lHz2I1P1Ep6vR5TpkzBwYMHG+3bcv78eRw8eBCJiYmSTzXt3h14+eX6WylpqaOmY8eOkta5K7myRtQQs0ZKYdZIKcyaYw8//LCkde5K7qzl5OQgPDwcY8eOxRNPPIGxY8ciPDwce/fulecFZSB2hQOuhNA8ubIWHR2Nbt262f2eKQzACwoKcokBkMyaNOTK2uuvvy5pHbk+nq851r59e0nrqHnsqCFqJaPRiA8++AAA4O3tbXPMx8cHAPDBBx9IPjKrVy8gNbX+luzz9BQ3WVBsnbti1kgpzBophVkjpTBrjvGCpjTkypqw/+brr7+OIUOGIDc3F5WVlcjNzcWQIUPwxhtv2NQ5s+eee85yv127djbHrB9b11Fjcr6vCSsdjBs3DqtXr8Y777yD1atXY+zYsdK/mIzEzpThjJrmyZU1Ly8vJCcnN1uTnJwMLy8vaV9YBpxRIw2erzkWEhIiaR01jx01RK2UnZ2NkpIS/OxnP0N5eTmysrKwadMmZGVl4caNGxgzZgxKSkosywZIpbISyM6uvyX76urqJK1zV8waKYVZI6Uwa6QUZo2UIlfWoqOjLftomM3mRv8B9ftsuMIsh9DQUMv9O3fu2ByzfmxdR43JlbWcnByUlJQgNTUVx44dw9y5c/Hss89i7ty5+OGHH7B06VKUlJQgJydH2heWQaXI/zli69yVnJ+hy5Yta7KzJjk5GcuWLZP+RWXArEmD52uOid0ygFsLSIMdNUStZL1uc7t27RATE4Np06YhJiYG7dq1s0yXlbqjpqAAGDu2/lZKWpqFYr2usRR17kqurBE1xKyRUpg1Ugqz5piwj0OnTp3sHheeF7PfgzuTK2v79++HyWSCh4cHdu/ejaioKPj7+yMqKgpZWVnw8PCAyWTC/v37pX1hGQh7i/r5+dk97ufn51J7i6pFrqwVFxcDAObOnYvCwkKbAZAFBQWYO3euTZ0za7jSRlvr3JXcn6HLli3D7du3kZaWhrlz5yItLQ23b992mU4agHtvSYXna46VlJRIWkfNc/4rrkSkiPbt26O8vFxUnbNjjz8RERGRcxNma9y4cQOPPPIIwsPDUVNTAx8fHxQWFmL79u02daQs4aL4hx9+iFdffRVFRUWWY927d8cf/vAHTJ8+3SUungt7iy5fvhzdunWDv78/qqqq4Ofnh4qKCpSWlsqytyiJIyxvmJ+fj9GjRzdaTi8/P9+mzpn17t0bhw8fBgB07doVvXv3xu3bt+Ht7Y0LFy6grKzMUkfq8vLywvz589VuRqt17NgRV65cEVVH1BY3b96UtI6ax44aUoxOp4PJZBJV5wpiYmKwZMkSvPbaa4iJibFpt8lkcql1mwEgICBAVEdNQECAAq1pmy5duuDy5cui6oiIiIhIef3797fcz8rKsnTMALCZ+WBdR8oRLoqHhYWhsLAQOTk5KC4uRnBwMKKjo/HNN9/Y1Dkzo9GITz/9FGFhYTh79ixKS0stxzw9PREWFob09HSkpqays0YFwoynpUuXIiMjo9H36tTUVJeZ8dTLaqOLsrIyS8dMc3VErTFs2DAUFhaKqiNqC2G5U6D+M9N6CwHrx9Z11HrsqCHFaLGjplu3bti7dy8effRRPPzww/D19UV1dTW++OIL7N27F0FBQS7TUSOmY6MldWoaMGCAqHYOGDBAgdYQERG5joZfwJqrI2qLOXPmIDk5Ge3bt0enTp1w9uxZy7GgoCBcv34dt27dwpw5c1RspftqePHc+juNq108z8nJQVFRETw8PDBx4sRG39u2bdsGs9mMnJwcl/nupiV6vR4rV65EYmIi4uPjkZKSgiFDhiA/Px+pqanIzMxEenq6S3SiRUVFYf369aLqiNri+vXrktYRNcXf399yv+F3BOvH1nXUevyGRYrR2hqaer0e69evx+TJk7F9+3Zs27bNckxYUmvdunWSn1C2awf06lV/K6Xa2lpJ69R09epVSevclVxZI2qIWSOlMGuOsaNGGsyaY15eXliwYAGWL18OHx8fvPTSS7jrrrtw+vRpfPTRRygvL0dycjK8vLzUbqpTkytrWrp4fvHiRQDAQw89hK1bt9oMDHz++ecRGxuLL774wlJH9sn5vpaQkID09HQkJSXZdGKEhoYiPT0dCQkJ0r+oDPr06SNpnbviZ6hjNTU1kta5K2bNsZ/85Cc4duyYqDpqO37DIsX4+PiI2rzdx8dHgdZIq+EUPzmn/EVEABcuyPbHa4LYWVmuMntLLcyaY7ygKQ1mjZTCrDkWEBAg6ku9KyyFqiZmTRxh4+a0tDSsWrXK8rynpyeSk5NdamNntciZNa1cPBeWOktISGh0/q/T6RAfH48vvvjCZkk0akzu97WEhATExcU1WmbPFToDBVFRUfD09ISXlxeqq6ttrgt4eHjA19cXtbW1nFHjAD9DHevXrx/27dsnqo6axqw5Nm3aNGzatElUHbUdr1KSYrp27SppndqMRiNmz54NAPD29rY5JjyePXu2y8wQ0pKhQ4dKWkfUFDGdNC2pIyJSW8+ePSWtI3Jk2bJluHXrFtLS0jB37lykpaXh1q1b7KRxEgkJCSgsLERWVhY2bdqErKwsFBQUuEwnDQB069YNAGAwGBotxW0ymZCRkWFTR+rR6/WIiYnBtGnTEBMT41KdNACwf/9+1NXVoaqqyu5gzqqqKtTV1WH//v0qtZC0Yvr06ZLWETXFeg9BKeqoeeyoIcVUVVVJWqe27OxslJSUAAAeeOAB5ObmorKyErm5uXjggQcAACUlJcjOzpb0dY8eBXr3rr8l+375y19KWueumDVSCrNGSmHWHBs4cKCkde6KWWsZLy8vzJ8/H3/9618xf/58LnfWAkpkzdUvngsbt3/xxReIj4+3+d4mzKaxriP7+L7mWHFxseV+w9lb1v9urOuoMWbNMbHvw672fq00Zs2xwsJCSeuoeeyoIcXcvHlT0jq17d69GwBw7733wmAwoKamBp9//jlqampgMBgwevRomzqp3LkDXLxYf0v2NRwp19Y6d8WskVKYNVIKs+ZYSEiIpHXuilkjpTBrjkVHRyMkJAQjR47EkSNHEBUVBX9/f0RFReHo0aMYOXIkQkNDER0drXZTnRqz5piwOkiXLl1QVVVlMxPt1q1b6NKli00d2cesOfb1119LWueumDXH2rdvDwC47777Gi2lFxISYvnsFOqobbhoPilG7L4tcu7vIqVz584BAO6++24MGDAARUVFlmMhISEYO3YsDhw4YKkj5Xz00Uei6x5++GGZW0NaFhQUZJlZ56iOiMgVdOrUSdI6IiK16fV6rFy5EomJiZg4cSKSk5Ph6+uL6upq7NixA9u2bUN6ejpHnlObHf3vsPzevXujXbt2iImJsRwzmUzo1asXrl27hqNHj2LChAkqtZK04Pz58wCA8ePHIzs722bJfb1ej/vuuw+7d++21BG1Vnx8PDIyMrB//36Ul5fjP//5j2UfsZ/+9KeWfSvj4+PVbahGcEYNKSYwMNDmcbdu3XDXXXc1Wgu4YZ2z6tu3LwDgnXfewZAhQ2ym0A8ZMgTvvfeeTR0p5+zZs5b7vr6+NsesH1vXEbXGyJEjJa0jIlLbUau1Hzw8PGyOWT8+yjUiiMiFJCQkID09Hfn5+Zg7dy6effZZzJ07F8eOHUN6erpL7blDzksYvHnkyBG7y+wJn53WgzyJWqNPnz4AgF27djVaLtTLy8uysotQR9RawiyaO3fuoFOnTvjiiy8QGRmJL774Ap06dcKd/05HajjbhlqHHTWkmIYzF0pLS3H69GmUlpY2W+es7rvvPpvHZrPZ8l9zdSQ/4WSkY8eOuHr1qs3mtFevXkXHjh1t6ohaS2xHLDtsichV3Lp1q8lj1h01zdURETmjhIQEFBYW2ixHVVBQwE4akkxYWBgAYPbs2Th69KjNMnv5+fl4/vnnbeqIWsv6OlOHDh2wYcMGXLp0CRs2bECHDh3s1hG1hrB8aI8ePVBbW4tly5Zh4MCBWLZsGWpra9GjRw8uHyohLn1GihkwYICkdWqznhq/a9cuZGZmWh5bz9qQegp9//5AVlb9Ldk3fPhwbN68GZWVlQgMDER1dbXl2OLFiy2Phw8frlYTXQKz5lhUVBTWr18vqo6axqyRUpg1x6KiopCRkQFfX19069bNZgnXPn36oKSkBNXV1Xxfc4BZI6Uway2j1+ttlqMi8Zg1x+bMmYPk5GQYDAacPXsWubm5liWC7r33XvTr1w+enp6YM2eO2k11asyaY9aDZ27evImZM2daHltfj2o4O5psMWuOWS8f+tBDD+HSpUsoKytD165d0bNnT+zcuZPLh0qIM2pIMRcuXJC0Tm3W+1JYdwQ0fCxm/4qW6NgRiImpvyX7evbsabnf3N+NdR01xqw5JnbvGe5R0zxmjZTCrDn2k5/8BED95+XgwYMRHR2Nu+++G9HR0Rg0aJDlc1SoI/uYNVIKs0ZKYdYc8/LywoIFC3DlyhX069cPJ0+exH333YeTJ0+iX79+uHLlChYsWNBoqSqyxaw5tmfPHsv95q55WNdRY8yaOAkJCXj00UexY8cOHDlyBBcvXsSRI0ewY8cOPProo5yZKiF21JBixC4z5SrLUQUHBwOoH6HQcB8UPz8/y8gFoU4qFy8CKSn1t2Rfjx49JK1zV8yaY1u2bJG0zl0xa6QUZs2xsrIyy/2dO3ciJycHP/zwA3JycrBz5067ddQYs0ZKYdZIKcyaOMuWLUNycjLKysowa9Ys9OrVC7NmzUJZWRmSk5OxbNkytZvo9Ji1lmk4a0an46VesZg1cRYtWoStW7c2ypZOp8PWrVuxaNEilVqmPfzXS4o5c+aMpHVqi4qKgqenJ4KCgnD9+nWbtY6vXbuGoKAgeHp6Sr40yJUrwJ/+VH9L9plMJst9b29vm2PWj63rqDFmzbGsrCxJ69wVs0ZKYdYcEzvAROqBKFrDrJFSmDVSihJZMxqNyM7OxubNm5GdnQ2j0Sjfi8lo2bJluHXrls1eqbdu3WInjUh8X3NMuM7Url073Lp1y+Z61M2bN9GuXTubOrKPWXOstrYWK1euBFC/p3hubi4qKyuRm5tr2WN85cqVqK2tVbOZmsGOGlJMQUGBpHVq279/P+rq6nDlyhVMmTIF3t7eiI2Nhbe3N6ZMmYIrV66grq4O+/fvV7upbic7O9ty//bt2zbHrB9b1xG1RmlpqaR1RERqGzlypOX+Qw89hBdffBEzZ87Eiy++iIceeshuHRERUVsZDAaEh4dj7NixeOKJJzB27FiEh4fDYDCo3bRW8fLywvz58/HXv/4V8+fP53JnJKkffvgBAHDnzh1MmTIFx44dQ3V1NY4dO4YpU6bgzp07NnVErfXXv/4VJpMJQ4cOxWeffYaamhp8/vnnqKmpwWeffYahQ4fCZDLhr3/9q9pN1QR21JBiiouLJa1Tm9DOjRs34ujRo4iKioK/vz+ioqKQn5+PjRs32tSRcqw3Pm44NdN6gzPrOqLWqKurk7SOiEht1ksXeHp64vHHH8eKFSvw+OOPw9PT024dERFRWxgMBiQmJiIiIsJmtHZERAQSExNdtrOGSC5FRUWW+9u3b8fcuXPx7LPPYu7cudi+fbvdOqLW2Lt3LwBg4sSJGDBggE1n+oABA/DII4/Y1FHbsKOGFGM9guTq1at44YUXMGHCBLzwwgu4evWq3TpnJiz5ERYWhsLCQpuppgUFBbjrrrts6pyddQeGFHVq6tmzJ4D6acA3b960+buprKy0XGgS6ohaq2EHzKhRo/Daa69h1KhRzdYRETmrb7/9FgCQlJSE/Px8m4Eox44dw4IFC2zqiIiI2sJoNCIpKQmxsbHIyMjA6NGj0aFDB4wePRoZGRmIjY3FwoULXXYZNCI5hIWFWe43XO7dx8fHbh1Ra3To0AEAkJqaarcz/U9/+pNNHbUNO2pIMVVVVZb7gYGBWLNmDb788kusWbMGgYGBduucWXR0NEJCQrB06VJ4eHggJiYG06ZNQ0xMDDw8PJCamorQ0FBER0dL+rpduwLPPlt/K6Xx48dLWqemiooKAPXTgKdOnWqzLN3UqVMtF82FOrJPrqxpibD2r+Dbb7/FG2+80egCZsM6ssWskVKYNcc6d+4MADCbzXYHopjNZps6so9ZI6Uwa6QUubKWk5ODoqIiLF682O5G1SkpKThz5gxycnKkfWFyWnxfc2zWrFkA6gc6X7t2zeZ8rayszDIAWqgj+5g1x5588kkA9dc00tPTbTrT09PTLdc6hDpqG3bUkGIGDhwoaZ3a9Ho9Vq5ciczMTMTHx9v0KsfHxyMzMxMrVqyQfAZKv37A3/9efyulefPmSVqnJusT/F27dtmMBt69e7fdOmpMrqxpib+/v6R17opZc0zs+xXf15rHrDn20ksvAahfj7rhpqC1tbVYs2aNTR3Zx6yRUpg1UopcWROWCh8yZIjd48LzXFLcffB9zbH//Oc/AOrPzUJDQ3Hy5Encd999OHnyJEJDQy3ncEId2cesOSZ0xNy5cwd9+/bFhg0bcOnSJWzYsAF9+/a17IfEwanS8HRcQiSN6OhofP7555bHAwYMQJcuXXDt2jWcPHnSps5VJCQkID09HUlJSYiKirI8HxoaivT0dCQkJEj+mtXVwOnTwF13Ab6+0v25lZWVktapqX///pb7wshfe4+t66gxubKmJcOGDcOlS5dE1VHTmDVSCrPm2AMPPAA/Pz9UVVXBz8/Pbo2fnx8eeOABhVvmWpg1UgqzRkqRK2vCUuH5+fkYNWoUcnJyUFxcjODgYERHRyM/P9+mjrSP72uOCR2XL774ItasWWMzc8bT0xMvvvgi3nrrLXZwOsCsOVZSUmJz3zprHh4eduuo9TjskhQzdOhQm8cnT57EgQMHbDpp7NU5u4SEBLtLg8jRSQMAx48DQ4bU30pJOPEdPHiw3ePC865wgjxnzhx4enoiICAA3bt3tznWvXt3BAQEwNPTE3PmzFGpha5BrqxpSa9evSStc1fMmmPWa01LUeeumDXH9Ho9XnjhhWZrXnjhBZfYs05NzBophVkjpciVNWFJ8Xnz5iE8PNxmo+rw8HD8+te/lmVJcXJefF9zTLgu84tf/AK3bt1CWloa5s6di7S0NNy6dQuPP/64TR3Zx6w5JmQoNTUVffv2tTnWr18/LF261KaO2oYdNaSYvXv3SlrnTPR6vc0eNa548UI4QQ4PD0d5eTni4+MRERGB+Ph4lJeXIzw83GVOkL28vLBgwQKUl5ejuroaL730EtasWYOXXnoJVVVVKC8vx4IFCyzrthK1lth9jrgfErVVaGiopHVETTEajfj0008xcuRIu1/GRo4cifT0dG7qTEREktDr9ZgyZQoOHjyI6upqm2V1qqurcfDgQSQmJrrkd2wiuVjvmezp6Yn58+fjr3/9K+bPnw9PT0/Z9kwm9yNkbf/+/SgoKLAZpH7y5Enk5uYyaxJyu6XPzGazzdQscg4eHh6NlqgiZQl77iQmJmL69OlISUnBkCFDkJ+fj+nTpyMzMxPp6ekuc4K8bNkyAEBaWhpWrVpled7T0xPJycmW40RtceHCBUnriJpiMpkkrSNqirCp8+bNm+0uQfPNN98gKioKOTk5iImJUbu5RETk4qwHCJSWlmLmzJmWYyEhIZYBAqmpqS7zXZRIbtbXb+Lj422u36Smprrc9RtyXtZZmzx5MlJSUhAbG4v8/HxMnjyZWZOY23TUlJaWonPnzgDqL9Syw0Z5Qu9qhw4d0KVLF5w7d85yrE+fPrh27Rpu3rzJXlgVqbHnjpyWLVuGJUuWYO3atTh16hTCwsIwZ84czqQhyYSEhGDfvn3o2LGj3f2bhOdDQkKUbxxpSlVVlaR1RE2x3tRZmDFsjZs6ExGRlDhAgKh1tHb9hpwXs6YczXfUHDx4EMuXL8eZM2fg6elpuVA7fPhw+Pj4wGQyQafjCnBKEHpXb968ifbt22PDhg2IjY1FZmYmfvvb3+LmzZs2dWSfhwfg5VV/K4eEhATExcU1OkF21b8XLy8vzJ8/X+1muCS5s6YFTz/9ND766CNUVlZCp9PZzGbQ6XSWzpunn35arSa6BGaNlMKsOWa9qfPo0aMbHeemzuIwa6QUJbJmNBo1892AWk+urHGAADXEz1DxtHb9RmnMmnjMmjI021FTXV2NJUuWIDU1FR06dEDXrl1RXl6OAwcOYOfOnXjiiSfw5ptvspNGQZcvX7bcLy8vt5nSbL35sXUdNTZ8OHD7tryvYe8EmdyPEllzdffdd59l6caGS04Jjz08PHDfffep0TyXwaw51r59e0nr3BWz5pj1mucZGRk258omk4lrnovErJFS5M6awWBAUlISioqKLM+FhIRg5cqVHEHrZuTKGgcIUEP8DG0ZXr9pPWatZYxGI7777jvLijVRUVHsqJGYZnspPv74Y6SmpuKnP/0pPv74Y5w8eRJ5eXlITk5GVVUV/vKXvyAtLc2ywXNL90e5ffs2KioqbP6j5pWWlgIAhg0bhpqaGptjNTU1GDp0qE0dEZGzy8nJcfj5YTabkZOTo1CLSKvEXpzgRQxqK2Ed6szMTMTHxyM3NxeVlZXIzc1FfHw8MjMzsWLFCn4pI3IDBoMBiYmJiIiIsHkviIiIQGJiIgwGg9pNJA2wHiBgb+ATBwgQEalv0aJFaN++PRYsWIDVq1djwYIFaN++PRYtWqR20zRFcx01JpMJ165dw5tvvglfX198+OGHeOSRR9CuXTuEhoYiNTUVS5YsAQD8+c9/hsFgQF1dXYv3q0lNTUVAQIDlvz59+sjx62hKt27dAADfffcdgoKCsHDhQqxduxYLFy5EUFAQjhw5YlNH9h0/DowYUX9LJCdmzbFdu3YBQJOzM4XnhTqyj1lzbOTIkZLWuStmTRxhHeqjR48iKioK/v7+iIqKQn5+PtehFolZI6XIlTWj0YikpCTExsYiIyMDo0ePRocOHTB69GhkZGQgNjYWCxcuhNFolPaFyWnJlTUOEKCG+BlKSmHWxFm0aBGWL1+Orl274u2330ZxcTHefvttdO3aFcuXL2dnjYQ011Gj0+lw69YtXLx4EX369EHXrl1hMpksIzN0Oh3mz5+P+Ph4lJSU4L333sM333zT4tdJSUlBeXm55b/z589L/atojnUHzKhRo5CQkIDp06cjISEBo0aNsltHjVVXA4cP198SyYlZc+zgwYMA6gcJeHl54YknnsCqVavwxBNPwMvLy/LZI9SRfcyaY0FBQZLWuStmTbyEhAQUFhYiKysLmzZtQlZWFgoKCthJIxKzRkqRK2vCBu+LFy9uNCBFp9MhJSUFZ86c4axhNyLn+xoHCJA1foaSUpg1x2pra5GWlobu3bvjwoULmDFjBnr06IEZM2bgwoUL6N69O9LS0lBbW6t2UzVBcx01AFBQUIBr167B29sbnTt3hk6ns5xcCiN+fve73yEkJAT79u3Dv/71rxYvXebt7Q1/f3+b/6h5R48eBVC/pnF+fr7NCdixY8fQr18/mzoiImfn7e0NoH4fmmvXruG5555Djx498Nxzz+HatWuW2ZpCHVFriR3EwMEOJCVhzfNp06YhJiaGo5mJ3Ij1Bu/2cIN3khoHCBAROZ+1a9eirq4OS5Ysgaen7Vb3np6e+P3vf4+6ujqsXbtWpRZqi6fjEtczcuRIdO7cGUePHsXu3bsxbtw4mEwm6HQ6yxfMYcOG4Ve/+hVef/117Ny5E/Hx8XY3riPpCBtQFhUVITY2FsnJyfD19UV1dTV27NiBzMxMmzoiImd37do1APX70AQGBtrsv+Xj42PZv0aoI2otsfu3cZ83IiKSAjd4JzVwU3QiIudy6tQpAEBsbKzd48LzQh21jcvNqNm2bRvefvvtZmvu3LmDcePGWerNZrPNdG1hKZqZM2ciNDQU33//vWV/lIab15F0wsLCAACzZ89Gfn4+5s6di2effRZz587FsWPH8Pzzz9vUERE5Oz8/P8v927dv2xyzfmxdR9QaV69eBYBGo5gEwvNCHRERUVtwg3ciIiISrtEKg+sbEp7ntVxpuExHzZUrV/D0009j0qRJmDVrVrM9dV27dsWwYcPQrl077Nu3D//5z38AwDKyWafTwWQyoUePHvjVr34FANi0aZPlGMljzpw58PT0hMFgwIkTJ2ymNB8/fhyfffYZPD09MWfOHLWb6tRCQ4FPPqm/JZITs+ZYeHi45b7wGWPvsXUdNcasOXbhwgUAQF1dnd3jwvNCHdnHrJFSmDVSilxZ4wbv1BDf10gpzBophVlzTLiW++qrrzb6LlpXV4ff/e53vJYrIZfolThw4AB+9atf4cMPP7Ss8798+XK7tcKFsQcffBAhISH47rvv8K9//Qu3bt2Ch4dHowtpU6ZMQUBAAAoKCnDmzBl5fxE35+XlhQULFuDKlSvo27cvPv/8c1y/fh2ff/45+vbtiytXrmDBggXw8vJSu6lOrXNnYMqU+lsiOTFrjj366KOS1rkrZs2xnj17NnlM2AvJUR0xa6QcZo2UImfWuME7WeP7GimFWSOlMGuOWV/L7d27NzZs2IBLly5hw4YN6N27N6/lSszpO2qOHz+OV155BV9++SXi4+OxdetWAMCGDRuwZ8+eRvXCxYqRI0ciISEBd+7cQUZGBnbu3GlzXJg5YzQa4ePjAx8fHwQEBCjxK7m1ZcuWIS4uDiUlJVi1ahVeeOEFrFq1CiUlJYiLi8OyZcvUbqLTu3IFWLWq/pZITsyaY9Z7z3h5eWHcuHF48sknMW7cOJsTFe5R0zxmzbEbN25Y7gcFBSEpKQlr1qxBUlISunXrZreOGmPWSCnMGilF7qxxg3cS8H2NlMKskVKYNXGWLVuG5ORklJWVYdasWejVqxdmzZqFsrIyJCcn81quhOwvdO5EjEYjsrKy8OSTT+Lll1/GPffcgxdeeAFr1qzBkiVLsH379kbrtZtMJuh0OsyaNQv79u3D3r17sXbtWtx9990YNGiQZaqWp6cnunbtitLSUgwePLjRbBuSnsFgwL/+9S9MnDgR4eHhqK6uhq+vLwoLC/Gvf/0LBoOBJ/0OXLwIJCUBMTFA9+5qt4a0jFlzTNi4fdiwYfjuu++we/dum+NDhw7FkSNHuMG7A8yaY8XFxZb7FRUVWLlypeWxj4+P3TpqjFkjpTBrpBQlssYN3gng+xoph1kjpTBr4i1btgxLlizB2rVrcerUKYSFhWHOnDmcSSMxp+6oMZvNGDJkCDZv3oyIiAjcfffdAIDU1FR88MEH+Pe//42PP/4Y06dPt/k5nU4Hs9mMkJAQzJ8/H5WVldi9ezd+/etfY8uWLejYsSMA4ObNm1i+fDlMJhOeeuopdO3aVfHf0Z0YjUYkJSUhNjYWGRkZNvsBmUwmxMfHY+HChYiLi+Nax0TkEoSZDMHBwdi7dy9+85vfoKCgAP3798ef//xnTJkyBUeOHLGZ8UDUGlVVVZb71kudAbb761nXEREREREREUnBy8sL8+fPV7sZmub0S5/9//buPzbK+oDj+Ke9slIK7SIgO3FZi/1jg1aTgRurnNbZVX60cBxF0yKbZswl6/5xFWZZEJQfx6ClRdfNNHFqYTbq5aizRQImEC+zs6Au9gx/sJQyNroW0LUVSkPvnv1xubOFw1ahz3NX3q9/Hnme5+D7xE8e9D79fr+S9PDDD0dKmsuXL2vy5Mlyu92SpM2bN+vcuXPX/GxRUZHWr1+vGTNm6J133tFPfvITud1uvfjii/rlL3+p3bt364c//KGcTqcZj3JT8/l86ujo0Pr164d9qSSFvmSqqKjQyZMn5fP5LBohAHw1M2fOlCS9/fbbKikp0apVq+TxeLRq1SqVlJTo7bffHnYf8HXNmzdPkpSamnpV8Td9+nSlpqYOuw8AAAAAAMSPmJ5Rc+VPjEqKLHNWVlamF154QZ988olqa2u1cePGqJ+dMGGCVq5cqalTp+qZZ56Rz+dTa2tr5L6SkhLV1NTw084mCC/Hkp2dHfV6+DzLtgCIFw6HQxkZGZo2bZo+/vhj5ebmRq5lZGRo3rx5On/+vBwOh4WjxHiQn5+v7du368KFC0pNTdVvfvMbzZo1S+3t7dq7d68uXLgQuQ8AAAAAAMSXmC5qoklISNDg4KCSkpJUXV2tgoIC7dixQytXrozMuonmxz/+sRYsWKD9+/ert7dX//vf/3TffffprrvuMnH0Nze73S5J8vv9uvvuu+Xz+dTZ2Sm73S6HwyG/3z/sPkSXni4VFYWOwFgiayOz2WyqqqpScXGxFi9eLKfTOWzvrf3798vj8bCc4wjI2sjy8vJ06623qru7W93d3dq1a9dV99x6663sITACsgazkDWYhazBLGQNZiFrMAtZQ6xJMAzDsHoQ12PFihXat2+fVq9erVdeeUVSaC+UoV+KhR8x2gydG6W3t1fp6enq6elRWlramP058SwQCCgrK0vTpk3T2bNnderUqci173znO5o+fbrOnz+vEydO8KUmgLiybt06VVdXa3BwMHIuKSlJTzzxhHbs2GHhyDCeeL1eFRcXa+LEierv74+cT0lJ0aVLl+TxeORyuSwcIQAAAAAAGGq0vUFM71ETDAaveS0QCEiSdu7cKUnas2ePDhw4IEmRL/nb2tokhQqaoSVNnHdTcctms2nlypU6duyYLl26pLq6Op05c0Z1dXW6dOmSjh07puLiYkqaEVy+LJ09GzoCY4msjY7X61VlZaUWLlyo2tpa/fnPf1Ztba0WLlyoyspKeb1eq4cY88ja6LhcLnk8Hs2YMWPY+W9961uUNKNE1mAWsgazkDWYhazBLGQNZiFriDUxOaMmXNCEN5w3DCPqbJjwzJmnnnpKO3bs0L333qsjR47o2LFjqq6u1t/+9jfV1dWpoKBgzMfMjJqRDZ1Rc+7cOXV0dESuZWZmaurUqcyoGYUPP5TmzpU++ED6/vetHg3GM7I2svB7LScnR42NjZG/t6TQ32VOp1N+v5/32gjI2lcTCASuWj6UfI0OWYNZyBrMQtZgFrIGs5A1mIWswSyj7Q1ibo+aocuWnTp1SvX19Vq0aJHmzZt31b3hjmn79u166aWX9O6776qoqEhHjx5Vd3e35syZc9VPncI6Pp9PHR0damhoiLpHTWtrq3Jzc+Xz+VhjH0BcGPpeG1rSSKEfNqioqOC9hhvOZrORJwAAAAAAxpGYKWrCBY3NZtPAwID++Mc/qqamRqdPn1ZfX59ycnKUnJwcud8wDCUlfTH8JUuW6OWXX1Zzc7NSU1P13HPP6de//rUVj4Jr6OzslCRlZ2dH/ZIpOzt72H0AEOuGvtei4b0GAAAAAACAkVi+R014mbPwLJp9+/bpvvvuU3l5uU6fPq3HH39cmzZtGlbSSIoshdbc3KyFCxfq5ZdfliSVlZXpv//9LyVNDLLb7ZIkv98f9Xr4fPg+AIh1vNcAAAAAAABwvSwragzDUDAYjCwV89FHH+mhhx7SihUr1Nraqvz8fPn9fr3wwguaNGlSpNAZqqmpST//+c918OBBPfDAA2pra9Pzzz+v1NRUsx8Ho+BwOJSRkaFt27Zd9e8zGAzK7XYrMzNTDofDohECwFfDew0AAAAAAADXK8EIb/RioqH70HR1dWnXrl2qra3VxYsXlZmZqerqai1dulTSFzNurlz7X5KOHz8ut9stl8slp9Np2vijGe2mQDc7r9er4uJiFRYWqqKiQtnZ2fL7/XK73WpqapLH45HL5bJ6mDEtEJAuXJBSUyX2jsZYImujw3vt+pE1mIWswSxkDWYhazALWYNZyBrMQtZgltH2BpYUNVKogKmrq1NlZaXa29s1YcIEbdmyRWvXro3cM7TQiXUUNaPn9XpVXl6ujo6OyLnMzExVVlbyZSZuuEAgIJ/Pp87OTtntdjkcjrh5ryB+8F4DAAAAAADAlUbbG1iy9NmhQ4fkcDj0q1/9Su3t7XrsscfU2dkZKWkGBwcliS9TxymXy6V//vOfOnz4sF599VUdPnxYJ06c4MvMUTpxQnrwwdARX87r9SorK0v333+/SktLdf/99ysrK0ter9fqocUFsjZ6vNeuD1mDWcgazELWYBayBrOQNZiFrMEsZA2xJsnsP7C/v1+bNm1SS0uLcnNztXv3bs2dO1dS6CffExMTlZRk+rBgMpvNpry8PKuHEZf6+qSDB0NHXNvQ5agaGhoiy1Ft27ZNxcXFLEc1CmTtq+G99vWRNZiFrMEsZA1mIWswC1mDWcgazELWEGtMb0RSUlL01FNPaXBwUMuXL5cUWgbNMAxm0AC4IQKBgMrLy1VYWKjGxsbIHlfz589XY2OjnE6nnnzySS1btoz3DgAAAAAAAABLWTJ1paioKPLPg4ODzKABcEP5fD51dHSooaEhUtKEJSYmqqKiQrm5ufL5fMyAAAAAAAAAAGApS/aoGYqSBsCN1tnZKUnKzs6Oej18PnwfAAAAAAAAAFjF8qIGwFfz7W9Lf/hD6Ijo7Ha7JMnv90e9Hj4fvg/RkTWYhazBLGQNZiFrMAtZg1nIGsxC1mAWsoZYk2AYhmH1IMaD3t5epaenq6enR2lpaVYPB7ipBQIBZWVlKScnZ9geNVJoTyyn0ym/368TJ06wRw0AAAAAAACAMTHa3oAZNUCc+fRTae/e0BHR2Ww2VVVVqampSU6nUy0tLerr61NLS4ucTqeamppUWVlJSTMCsgazkDWYhazBLGQNZiFrMAtZg1nIGsxC1hBrKGqAONPRIa1eHTri2lwulzwej9ra2pSbm6u0tDTl5ubK7/fL4/HI5XJZPcSYR9ZgFrL21QQCAR05ckQNDQ06cuSIAoGA1UOKG2QNZiFrMAtZg1nIGsxC1mAWsoZYk2T1AABgrLhcLi1btkw+n0+dnZ2y2+1yOBzMpAEQt7xer8rLy9Ux5P8mMjIyVFVVRQENAAAAAECcYkYNgHHNZrMpLy9PJSUlysvLo6QBELe8Xq+Ki4uVk5MzbEnHnJwcFRcXy+v1Wj1EAAAAAADwNVDUAAAAxLhAIKDy8nIVFhaqsbFR8+fP1+TJkzV//nw1NjaqsLBQTz75JMugAQAAAAAQhyhqgDiTmirNnx86AmOJrMEsZG1kPp9PHR0dWr9+vRITh//nW2JioioqKnTy5En5fD6LRhgfyBrMQtZgFrIGs5A1mIWswSxkDbEmwTAMw+pBjAe9vb1KT09XT0+P0tLSrB4OAAAYRxoaGlRaWqq+vj5Nnjz5qut9fX1KS0vTq6++qpKSEgtGCAAAAAAArjTa3oAZNQAAADHObrdLkvx+f9Tr4fPh+wAAAAAAQPygqAHizIcfSgkJoSMwlsgazELWRuZwOJSRkaFt27YpGAwOuxYMBuV2u5WZmSmHw2HRCOMDWYN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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1, figsize=(20, 10))\n",
    "ax[0].get_xaxis().set_visible(False)\n",
    "ax[1].get_xaxis().set_visible(False)\n",
    "\n",
    "# cle_for_resmlp(model)\n",
    "org_model.cuda()\n",
    "act_dist(org_model, 0, 9, name='ResMLP-v3 0-9: Activation - Inner', show_layers=[\"inner\"], ax=ax[0], real_sim=True)\n",
    "\n",
    "# model2.cpu()\n",
    "# cle_for_resmlp_v3(model2)\n",
    "org_model.cuda()\n",
    "act_dist(org_model, 0, 9, name='ResMLP-v3 0-9: Activation - Others', show_layers=[\"outer\", \"mlp.fc1\", \"mlp.fc2\"], ax=ax[1], real_sim=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading a small piece of training data...\n",
      "Calibrating...\n",
      "Calibrate: [ 0/21]\tTime 13.255 (13.255)\n",
      "Calibrate: [10/21]\tTime  0.483 ( 1.638)\n",
      "Calibrate: [20/21]\tTime  0.062 ( 1.054)\n",
      "Loading a small piece of training data...\n",
      "Calibrating...\n",
      "Calibrate: [ 0/21]\tTime  8.708 ( 8.708)\n",
      "Calibrate: [10/21]\tTime  1.428 ( 2.090)\n",
      "Calibrate: [20/21]\tTime  0.200 ( 1.699)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1, figsize=(20, 10))\n",
    "ax[0].get_xaxis().set_visible(False)\n",
    "ax[1].get_xaxis().set_visible(False)\n",
    "\n",
    "# cle_for_resmlp(model)\n",
    "org_model.cuda()\n",
    "act_dist(org_model, 0, 23, name='ResMLP: Activation Distribution', show_layers=[\"inner\", \"mlp.fc2\"], ax=ax[0], real_sim=True)\n",
    "\n",
    "# model2.cpu()\n",
    "# cle_for_resmlp_v3(model2)\n",
    "org_model.cuda()\n",
    "act_dist(org_model, 0, 23, name='ResMLP-v3: Activation Distribution', show_layers=[\"mlp.fc1\", \"mlp.fc2\"], ax=ax[1], real_sim=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('pytorch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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